{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<title>Coastline image classification using ML Toolbox and Transfer Learning</title>\n",
    "<h1>Coastline image classification using ML Toolbox and Transfer Learning</h1>\n",
    "\n",
    "We have a bunch of aerial images of coastlines that were photographed from drones. They were then tagged into several categories based on their potential for flooding. We'd like to be able to train a machine learning model to identify the appropriate category that new drone images of a shoreline are depicting.\n",
    "<p>\n",
    "This dataset is courtesy of Texas A&M University (See https://storage.googleapis.com/tamucc_coastline/GooglePermissionForImages_20170119.pdf for details).\n",
    "<p>\n",
    "<h2> Dataset organization </h2>\n",
    "<p>\n",
    "Organize the dataset into two parts:\n",
    "<ol>\n",
    "<li> Upload the images to Google Cloud Storage.\n",
    "<li> Create a BigQuery table that has two columns:  image_url and label.  The image_url is the GCS location and the label is the true classification type.\n",
    "</ol>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%bash\n",
    "pip install pip==9.0.3\n",
    "bq mk demos\n",
    "bq rm -f demos.coastline_images\n",
    "bq load \\\n",
    "   --source_format=CSV --skip_leading_rows=1 \\\n",
    "   demos.coastline_images \\\n",
    "   gs://tamucc_coastline/labeled_images.csv \\\n",
    "   image_url:string,short_label:string,label:string"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is what the labeled dataset looks like (To train on a different set of images, start with a BigQuery table that has these two columns)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Have a total of 10533 labeled images\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_url</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_2417_SecD...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_0919_SecB...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_1835_SecD...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_2547_SecA...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_6530_SecF...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           image_url                  label\n",
       "0  gs://tamucc_coastline/esi_images/IMG_2417_SecD...  Sheltered tidal flats\n",
       "1  gs://tamucc_coastline/esi_images/IMG_0919_SecB...  Sheltered tidal flats\n",
       "2  gs://tamucc_coastline/esi_images/IMG_1835_SecD...  Sheltered tidal flats\n",
       "3  gs://tamucc_coastline/esi_images/IMG_2547_SecA...  Sheltered tidal flats\n",
       "4  gs://tamucc_coastline/esi_images/IMG_6530_SecF...  Sheltered tidal flats"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import google.datalab.bigquery as bq\n",
    "\n",
    "sql = \"SELECT image_url, label FROM demos.coastline_images\"\n",
    "df = bq.Query(sql).execute().result().to_dataframe()\n",
    "print 'Have a total of {} labeled images'.format(len(df))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAewAAAKzCAYAAADcGj7fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlYVGX/P/D3AJIoYKIoZmZpZiZpuaCk5Q6KogxILpWU\nppi5ZLiXUppbpsYTlWiaS5YmiqK5Y1Hkluaa+pSKohCggjjsMnP//uA358sIrs+5Dx16v67L65Iz\nzvnMyJzznnPuzSCEECAiIqJ/NLvyfgFERER0dwxsIiIiHWBgExER6QADm4iISAcY2ERERDrAwCYi\nItIBBjZRBRAZGYnx48cDAJKTk/H000/DYrHc03MnT56MiIgImS+PiFTAwCb6B+ncuTOaN2+OFi1a\n4Pnnn0eLFi1w5cqVe3quwWAo8+9qeu211xAdHS1l3+VRh0hPHMr7BRCRraioKLRt27a8XwYR/cPw\nCpvoH6asyQcPHjyIDh062Gzr3Lkz9u3bd9/7P3XqFAIDA9GyZUuMHTsWBQUFymM3btzA8OHD4e3t\njTZt2mD48OFIS0sDACxcuBCHDx/GjBkz0KJFC3z00UcAgJkzZ6Jjx45o2bIlgoKCcOjQIWV/x48f\nR1BQEFq2bIn27dtj7ty5ymNHjx5F//790bp1awQEBODgwYN3rEP0b8fAJtIJNW5z37x5EyNHjlQC\nsnv37ti5c6fyuMViQVBQEOLj4/Hjjz+icuXKmD59OgBg7NixaNmyJaZOnYrff/8d77//PgCgWbNm\niI2NxW+//QZ/f3+88847KCwsBADMmjULISEhOHz4MHbt2oUePXoAANLS0hAaGoq3334bv/32GyZO\nnIhRo0YhMzPztnWI/u0Y2ET/MG+//Ta8vLzg5eWFkSNHqrrvY8eOoaioCIMGDYK9vT18fX3h6emp\nPP7www+jW7ducHR0RJUqVRAaGmpzxVwWf39/uLq6ws7ODq+//joKCwuRmJgIAKhUqRKSkpKQmZkJ\nJycnNGvWDAAQGxuLjh074sUXXwQAeHt7w9PTE/Hx8aq+X6KKhG3YRP8wX3zxhbQ27PT0dNSuXdtm\nW926dZW/5+fnY9asWUhISMCNGzcghEBubi6EELe9wl+2bBmio6OVznE5OTnIzMwEUHy7PCIiAj16\n9EC9evXw9ttvo2PHjkhJScG2bdvw448/AihuBigqKoK3t7eMt01UITCwif5hymrDdnJyQl5envKz\n2WxWQvF+uLu7K23SVikpKXjssccAAEuXLsWFCxcQHR0NNzc3nDlzBkajUQnsW0P70KFD+Oqrr7By\n5Uo8+eSTAAAvLy/lPTz22GOYP38+AGDHjh0YPXo0Dh48iDp16iAgIEC53X4rWb3cifSMt8SJdOCJ\nJ55AYWEh4uPjUVRUhC+//BI3b9687b+/3aq5zz33HBwcHLBq1SqYzWbs3LkTJ06cUB7Pzc1F5cqV\n4ezsjOvXr+Ozzz6zeX7NmjVx6dIl5eecnBw4ODjg4YcfRmFhISIjI5GTk6M8Hhsbi4yMDACAi4sL\nDAYD7Ozs0Lt3b+zZswcJCQmwWCwoKCjAwYMHlS8Tt9YhIgY20T/K7a4snZ2dER4ejvfeew8dOnRA\n1apVS93avpf9VKpUCZ999hk2bNgALy8vbN++HT4+PsrjISEhyMvLQ5s2bdC/f/9SPdMHDRqE7du3\no02bNpg5cyZeeuklvPjii/D19UWXLl3g5OQEDw8P5d//8ssv6NWrF1q0aIHZs2dj4cKFcHR0hIeH\nB7744gtERUXB29sbnTp1wrJly5QvGrfWISLAIG73VbyEzp07w9nZGXZ2dnBwcEB0dDSysrIwduxY\nJCcn49FHH8Wnn34KFxcXAMBHH32En3/+GU5OTpgzZw6aNGkCAIiJicGiRYsAAG+99RYCAgIkvjUi\nIqKK456usA0GA1atWoWNGzcqsw8tXrwY3t7e2LFjB9q0aYOoqCgAQHx8PJKSkrBz505Mnz4d4eHh\nAICsrCx8/vnniI6Oxrp16xAZGQmTySTpbREREVUs9xTYQohS8xLHxcXBaDQCAIxGI+Li4pTt1ivn\n5s2bw2Qy4erVq0hISEC7du3g4uICV1dXtGvXDr/88oua74WIiKjCuucr7CFDhiAoKAjr1q0DAFy7\ndg01a9YEUNzz1NqxJD093aYNy8PDA2lpaUhLS0OdOnWU7bVr1y7VW5WIiIjKdk/DutasWaOE8uDB\ng/HEE0/ctlPLrU3i1uEgZTWVc+gGERHRvbmnK2x3d3cAgJubG7p27Yrjx4+jRo0auHr1KgDgypUr\ncHNzA1B85Zyamqo8NzU1FbVq1YKHhwdSUlJKbb+ToiLz/b0bIiKiCuquV9h5eXmwWCyoWrUqcnNz\nkZCQgJEjR6Jz587YsGEDhg0bhpiYGHTp0gUA0KVLF6xevRp+fn44evQoXF1dUbNmTbRv3x4LFy6E\nyWSCxWLB3r17MW7cuDvWzszMfaA35e7ugitXtOvQxnqsx3ra12I91quo9dzdXcrcftfAvnr1KkaO\nHAmDwQCz2Qx/f3+0b98enp6eeOedd7B+/Xo88sgjiIiIAAB06NAB8fHx6NatG5ycnDB79mwAQLVq\n1TBixAgEBQXBYDBg5MiRcHV1ve83QkRE9G9018CuV68eNm3aVGr7ww8/jOXLl5f5nGnTppW5PTAw\nEIGBgff3ComIiIgznREREekBA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDjCwiYiIdICBTUREpAMM\nbCIiIh1gYBMREekAA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDtx1ta5/IrPZjAsXzt/28cxMZ2Rk\nZJf52OOPN4C9vb2sl0ZERCSFLgP7woXzGDMvFlWq1bqv5+VmpSNifG80bNhI0isjIiKSQ5eBDQBV\nqtWCc/W65f0yiIiINME2bCIiIh1gYBMREekAA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDjCwiYiI\ndICBTUREpAMMbCIiIh1gYBMREekAA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDjCwiYiIdICBTURE\npAMMbCIiIh1gYBMREekAA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDjCwiYiIdICBTUREpAMMbCIi\nIh1gYBMREekAA5uIiEgHGNhEREQ6wMAmIiLSAQY2ERGRDjCwiYiIdICBTUREpAMMbCIiIh1gYBMR\nEekAA5uIiEgHGNhEREQ6wMAmIiLSgXsObIvFAqPRiOHDhwMALl++jJdffhm+vr549913UVRUBAAo\nLCzE2LFj4ePjg379+iElJUXZR1RUFHx8fNCjRw8kJCSo/FaIiIgqrnsO7JUrV6Jhw4bKz5988gne\neOMN7NixAy4uLoiOjgYAREdHo1q1ati5cydCQkIwb948AMDZs2exbds2bN26FUuWLMGHH34IIYTK\nb4eIiKhiuqfATk1NRXx8PIKDg5Vt+/fvh6+vLwDAaDRi9+7dAIC4uDgYjUYAgK+vL/bv3w8A2LNn\nD/z8/ODg4IBHH30U9evXx/Hjx1V9M0RERBXVPQX2rFmzMGHCBBgMBgBAZmYmqlWrBju74qd7eHgg\nLS0NAJCeng4PDw8AgL29PVxcXHD9+nWkpaWhTp06yj5r166tPIeIiIjuzOFu/+Cnn35CzZo10aRJ\nExw4cAAAIIQodTvbGuZl3eY2GAy33X4n1atXgYODfantmZnOd3vZt+Xm5gx3d5cHfv7tyNgn67Ge\nHutV5PfGeqxXnvXuGti///479uzZg/j4eBQUFCAnJwezZs2CyWSCxWKBnZ0dUlNTUatWLQDFV86p\nqamoXbs2zGYzTCYTqlWrBg8PD/z999/Kfks+53YyM3PL3J6RkX0/77HUc69cMT3w88vi7u6i+j5Z\nj/X0WK8ivzfWYz2t6t0u5O96S/zdd9/FTz/9hLi4OCxYsABt2rTBJ598gjZt2mD79u0AgJiYGHTp\n0gUA0LlzZ8TExAAAtm/fjrZt2yrbt27disLCQly6dAlJSUlo1qzZfb8RIiKif6MHHocdFhaGr7/+\nGr6+vsjKykLfvn0BAMHBwcjMzISPjw9WrFiBsLAwAMCTTz6JHj16oGfPnhg2bBjCw8PvekuciIiI\nit31lnhJXl5e8PLyAgDUq1cP69atK/VvHB0dERERUebzQ0NDERoa+gAvk4iI6N+NM50RERHpAAOb\niIhIBxjYREREOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjY\nREREOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDA\nJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEG\nNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ4w\nsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ4wsImIiHSA\ngU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0oG7BnZhYSGCg4MREBAAf39/REZG\nAgAuX76Ml19+Gb6+vnj33XdRVFSk/PuxY8fCx8cH/fr1Q0pKirKvqKgo+Pj4oEePHkhISJD0loiI\niCqeuwa2o6MjVq5ciY0bN2Ljxo34+eefcezYMXzyySd44403sGPHDri4uCA6OhoAEB0djWrVqmHn\nzp0ICQnBvHnzAABnz57Ftm3bsHXrVixZsgQffvghhBBy3x0REVEFcU+3xJ2cnAAUXz0XFRXBYDDg\nwIED8PX1BQAYjUbs3r0bABAXFwej0QgA8PX1xf79+wEAe/bsgZ+fHxwcHPDoo4+ifv36OH78uOpv\niIiIqCK6p8C2WCwICAhAu3bt0K5dO9SrVw+urq6wsyt+uoeHB9LS0gAA6enp8PDwAADY29vDxcUF\n169fR1paGurUqaPss3bt2spziIiI6M7uKbDt7OyU2+HHjx/HuXPnSv0bg8EAAGXe5jYYDLfdTkRE\nRHfncD//2NnZGa1bt8axY8dw48YNWCwW2NnZITU1FbVq1QJQfOWcmpqK2rVrw2w2w2QyoVq1avDw\n8MDff/+t7Kvkc26nevUqcHCwL7U9M9P5fl62DTc3Z7i7uzzw829Hxj5Zj/X0WK8ivzfWY73yrHfX\nwM7IyEClSpXg4uKC/Px87Nu3D8OGDUObNm2wfft2+Pn5ISYmBl26dAEAdO7cGTExMWjevDm2b9+O\ntm3bKtvHjRuH119/HWlpaUhKSkKzZs3uWDszM/c2ryn7ft+nzXOvXDE98PPL4u7uovo+WY/19Fiv\nIr831mM9rerdLuTvGthXrlzBpEmTYLFYYLFY4Ofnhw4dOqBBgwZ49913ERERgSZNmqBv374AgODg\nYIwfPx4+Pj54+OGHsWDBAgDAk08+iR49eqBnz55wcHBAeHg4b4kTERHdo7sGduPGjRETE1Nqe716\n9bBu3bpS2x0dHREREVHmvkJDQxEaGvoAL5OIiOjfjTOdERER6QADm4iISAcY2ERERDrAwCYiItIB\nBjYREZEOMLCJiIh0gIFNRESkAwxsIiIiHWBgExER6QADm4iISAcY2ERERDrAwCYiItIBBjYREZEO\nMLCJiIh0gIFNRESkAwxsIiIiHWBgExER6QADm4iISAcY2ERERDrAwCYiItIBBjYREZEOMLCJiIh0\ngIFNRESkAwxsIiIiHWBgExER6QADm4iISAcY2ERERDrAwCYiItIBBjYREZEOMLCJiIh0gIFNRESk\nAwxsIiIiHWBgExER6QADm4iISAcY2ERERDrAwCYiItIBBjYREZEOMLCJiIh0gIFNRESkAwxsIiIi\nHWBgExER6QADm4iISAcY2ERERDrAwCYiItIBBjYREZEOMLCJiIh0gIFNRESkAwxsIiIiHWBgExER\n6QADm4iISAcY2ERERDrAwCYiItKBuwZ2amoqBg0aBD8/P/j7+2PlypUAgKysLAwePBi+vr4YMmQI\nTCaT8pyPPvoIPj4+6NOnD06fPq1sj4mJga+vL3x9fbFx40YJb4eIiKhiumtg29vbY/Lkydi6dSvW\nrFmD1atX49y5c1i8eDG8vb2xY8cOtGnTBlFRUQCA+Ph4JCUlYefOnZg+fTrCw8MBFAf8559/jujo\naKxbtw6RkZE2IU9ERES3d9fAdnd3R5MmTQAAVatWRcOGDZGWloa4uDgYjUYAgNFoRFxcHAAgLi4O\nAQEBAIDmzZvDZDLh6tWrSEhIQLt27eDi4gJXV1e0a9cOv/zyi6z3RUREVKHcVxv25cuXcebMGTRv\n3hzXrl1DzZo1ARSHekZGBgAgPT0dHh4eynM8PDyQlpaGtLQ01KlTR9leu3ZtpKWlqfEeiIiIKrx7\nDuycnByMHj0aU6ZMQdWqVWEwGMr8d0KIUj8bDIZS2wHcdh9ERERky+Fe/lFRURFGjx6NPn36oGvX\nrgCAGjVq4OrVq6hZsyauXLkCNzc3AMVXzqmpqcpzU1NTUatWLXh4eODAgQM229u2bXvHutWrV4GD\ng32p7ZmZzvfyssvk5uYMd3eXB37+7cjYJ+uxnh7rVeT3xnqsV5717imwp0yZgieffBIhISHKts6d\nO2PDhg0YNmwYYmJi0KVLFwBAly5dsHr1avj5+eHo0aNwdXVFzZo10b59eyxcuBAmkwkWiwV79+7F\nuHHj7lg3MzO3zO0ZGdn3+v7KfO6VK+p2dnN3d1F9n6zHenqsV5HfG+uxnlb1bhfydw3sw4cPY/Pm\nzXjqqacQEBAAg8GAsWPHYujQoXjnnXewfv16PPLII4iIiAAAdOjQAfHx8ejWrRucnJwwe/ZsAEC1\natUwYsQIBAUFwWAwYOTIkXB1db3vN0JERPRvdNfAbtmypc1Y6pKWL19e5vZp06aVuT0wMBCBgYH3\n/uqIiIgIAGc6IyIi0gUGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYRERE\nOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi\n0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhER\nkQ4wsImIiHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ4wsImI\niHSAgU1ERKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1E\nRKQDDGwiIiIdYGATERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwi\nIiIduGtgT5kyBS+88AL8/f2VbVlZWRg8eDB8fX0xZMgQmEwm5bGPPvoIPj4+6NOnD06fPq1sj4mJ\nga+vL3x9fbFx40aV3wYREVHFdtfADgwMxNKlS222LV68GN7e3tixYwfatGmDqKgoAEB8fDySkpKw\nc+dOTJ8+HeHh4QCKA/7zzz9HdHQ01q1bh8jISJuQJyIioju7a2C3atUKrq6uNtvi4uJgNBoBAEaj\nEXFxccr2gIAAAEDz5s1hMplw9epVJCQkoF27dnBxcYGrqyvatWuHX375Re33QkREVGE9UBt2RkYG\natasCQBwd3dHRkYGACA9PR0eHh7Kv/Pw8EBaWhrS0tJQp04dZXvt2rWRlpb2v7xuIiKifxVVO50J\nIUr9bDAYSm0HAIPBoGZpIiKiCs3hQZ5Uo0YNXL16FTVr1sSVK1fg5uYGoPjKOTU1Vfl3qampqFWr\nFjw8PHDgwAGb7W3btr1rnerVq8DBwb7U9sxM5wd52QAANzdnuLu7PPDzb0fGPlmP9fRYryK/N9Zj\nvfKsd0+BfesVcufOnbFhwwYMGzYMMTEx6NKlCwCgS5cuWL16Nfz8/HD06FG4urqiZs2aaN++PRYu\nXAiTyQSLxYK9e/di3Lhxd62bmZlb5vaMjOx7edm3fe6VK+p2eHN3d1F9n6zHenqsV5HfG+uxnlb1\nbhfydw3ssLAwHDhwANevX0fHjh0xatQoDBs2DGPGjMH69evxyCOPICIiAgDQoUMHxMfHo1u3bnBy\ncsLs2bMBANWqVcOIESMQFBQEg8GAkSNHlurIRkRERLd318CeP39+mduXL19e5vZp06aVuT0wMBCB\ngYH3/sqIiIhIwZnOiIiIdICBTUREpAMMbCIiIh1gYBMREenAA43D/rcxm824cOH8bR/PzHS+7VCz\nxx9vAHv70mPJiYiI7gcD+x5cuHAeY+bFokq1Wvf1vNysdESM742GDRtJemVERPRvwcC+R1Wq1YJz\n9brl/TKIiOhfim3YREREOsDAJiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDDGwiIiId4LCufyBO1EJE\nRLdiYP8DcaIWIiK6FQP7H4oTtRARUUkMbNL8Fjxv+RMR3T8GNml+C563/ImI7h8DmwBofwuet/yJ\niO4Ph3URERHpAAObiIhIBxjYREREOsDAJiIi0gEGNhERkQ6wlzhVeBxnTkQVAQObKjyOMyeiioCB\nTf8KHGdORHrHNmwiIiIdYGATERHpAAObiIhIBxjYREREOsBOZ0Q6x2FkRP8ODGwineMwMqJ/BwY2\nUQWg5TCyO13R82qeSB4GNhHdlwe5on/Qq3ne7if6PwxsIrpvWl3R83Y/0f9hYBPRPxpnjSMqxmFd\nREREOsDAJiIi0gEGNhERkQ4wsImIiHSAnc6IiP4/rYeRcdga3Q8GNhHR/6f1MDIOW6P7wcAmIipB\n62FkHLZG94pt2ERERDrAwCYiItIBBjYREZEOMLCJiIh0gJ3OiIj+JTiMTN8Y2ERE/xJaDyPjFwR1\nMbCJiP5FtBxGxi8I6mJgExGRNBX5C4LWNA/sn3/+GbNmzYIQAkFBQRg2bJjWL4GIiCqoijwRjaa9\nxC0WC2bMmIGlS5diy5Yt+OGHH3Du3DktXwIREZEuaRrYx48fR/369VG3bl1UqlQJPXv2RFxcnJYv\ngYiISJc0Dey0tDTUqVNH+bl27dpIT0/X8iUQERHpkqZt2EII1faVm3X/Qf8gz2E91mO9//25Ffm9\nsd6/u965c3/d9rE79Up/kA5uBqFmit7F0aNH8dlnn2Hp0qUAgMWLFwMAO54RERHdhaa3xJ999lkk\nJSUhOTkZhYWF+OGHH9ClSxctXwIREZEuaXpL3N7eHlOnTsXgwYMhhEDfvn3RsGFDLV8CERGRLml6\nS5yIiIgeDFfrIiIi0gEGNhERkQ4wsImIiHSAgU1ERKQDFSKwDx8+jNzcXADApk2bMHv2bCQnJ0ur\nl5ubC4vFAgBITExEXFwcbt68Ka3e3Llz8ddftx+cr7Zt27YhO7t4sP8XX3yBkSNH4o8//pBWb8WK\nFcjOzoYQAlOmTIHRaERCQoK0eiVlZWXhzJkzmtTSipbHQ1JSEgoLCwEABw4cwMqVK3Hjxg0ptcqj\nntbHQkWn9bn6xIkTWL58OebOnYuIiAhs3boV169fl1avJIvFonx21FIhAvuDDz6Ak5MTzpw5g6+/\n/hqPPfYYJk6cKK3eq6++ioKCAqSlpWHIkCHYtGkTJk2aJK1egwYNMHXqVAQHB+O7776DyWSSVgso\nPjE5Ozvj0KFD2LdvH/r27YsPPvhAWr3169fD2dkZCQkJuHHjBj7++GPMnz9fWr3XXnsN2dnZuH79\nOoxGI6ZOnYrZs2erXsff3/+Of2TR8ngYNWoU7OzscPHiRUybNg1///03wsLCpNQqj3paHQvPP/88\nWrRoUeqPdbsMBQUF2L59Oz766COMHj0aEyZMwJIlS6ReHGj12dywYQOMRiMWL16M/Px8NGjQADVq\n1MDvv/+OwYMHY+LEiUhJSVG9blhYGLKzs5Gbm4tevXrBz88PX331lWr7rxDrYTs4OMBgMGD37t14\n5ZVXEBwcjOjoaGn1hBBwcnJCdHQ0BgwYgKFDhyIgIEBaveDgYAQHB+P8+fPYsGEDevfujRYtWiA4\nOBht27ZVvZ51Eff4+Hi8/PLL6NixIz799FPV61hZRxbGx8ejT58+aNSokarT2N7KZDLB2dkZ69at\nQ0BAAEaPHi0lQBctWgQAWL16NQCgT58+AIDNmzerXqskLY8HOzs7ODg4YNeuXXj11Vfx2muvST0W\ntK6n1bFw5MgR1fd5J5999hl+/PFHeHl5oXnz5qhRowYKCgpw4cIFzJ8/HwUFBZg4cSKefvppVetq\n9dnMy8vDd999h8qVK5f5+OnTp3Hx4kU88sgjqtY9e/YsnJ2dERsbi5deeglhYWEIDAzEm2++qcr+\nK0RgV61aFVFRUYiNjcXq1athNptRVFQkrZ4QAkeOHMHmzZsxc+ZMAIDZbJZWz7r/8+fP4/z586he\nvToaN26M5cuXY+3atVi4cKGqtWrXro1p06Zh7969GDp0KAoLC5UmABk8PT0xePBgXL58WfmGamcn\n7+aP2WxGeno6tm3bhnfeeUdanbp1i9fk3bt3LzZu3Khsb9y4MYxGI8aNGyelrpbHg4ODA7Zs2YKN\nGzfiyy+/BACpx57W9bQ+FqyuXbuGgoIC5We1g+XZZ5/FqFGjynzsjTfewLVr16RcgWr12XzllVfu\n+HiTJk1UrwkUfxZv3ryJ3bt349VXX0WlSpVgMBjUKyAqgPT0dLFs2TLx22+/CSGESE5OFjExMdLq\nHThwQISGhoqoqCghhBBJSUlixowZ0urNmjVLdO3aVUydOlUcO3bM5jEfHx/V6+Xm5oodO3aIxMRE\nIYQQaWlp4pdfflG9jpXZbBYnT54UWVlZQgghMjIyxOnTp6XV27p1q+jVq5cIDw8XQhT//kaOHCmt\nXu/evZXPphBCHD58WPTu3VtaPS2Ph7/++kvMmDFDbN68WQhR/H9pPS4qQj2tj4Xdu3eLbt26iebN\nm4tOnTr8YhuPAAAgAElEQVSJxo0bCz8/P2n1tKb1ufratWviyy+/FO+//76YNGmS8keWFStWiPbt\n24s333xTWCwWcfnyZTFgwADV9l9hZjpLTk7GxYsX8cILLyAvLw9msxnOzs5Sa1o7FMiuEx0djZ49\ne8LJyanUYyaTCS4uLqrXPHToEC5evIigoCBkZGQgJycH9erVU70OAISEhGDFihV33aaW69ev4+GH\nH7bZdunSJWnv7+TJk5gyZYryeXFxccGsWbPQtGlTKfUAbY+H/Px8pKSkoEGDBlL2X571xo8fj3nz\n5t11m1p69+6NFStW4I033sDGjRuxf/9+xMbGYtasWVLqJSYmYunSpUhJSbG50l25cqWUeoC2n83+\n/fujZcuWaNq0qdK8AQC+vr5S6pWlqKgIDg4q3cxWLfrL0dq1a0VgYKDo0qWLEEKIxMREMWjQIGn1\njh8/Lnr16iU6deokOnbsKPz9/cWJEyek1RNCiOvXr4tjx46JgwcPKn9k+eyzz0RoaKhy9Z6amir6\n9eunep38/HyRmZkp/P39xfXr10VmZqbIzMwUly5dEt27d1e9nlW/fv2EyWRSfv7rr79Ez549pdWz\nMplM4saNG9LraHk8xMXFCR8fH9GpUychhBCnTp0SoaGhUmqVR72AgACbn4uKikSPHj2k1TMajUII\nIfz9/YXZbFb+Lou/v79YvXq1OHbsmDhx4oTyRxatz9Uy72SV5cqVK2Ly5MliyJAhQojic8v333+v\n2v4rRBv26tWrsW7dOrz88ssAgMcffxwZGRnS6k2ZMgXh4eFo1aoVgOKr0cmTJ0vrTLRu3TqsXLkS\nqampePrpp3Hs2DE899xz0r4F79q1Cxs3boTRaARQ3I6Xk5Ojep01a9ZgxYoVSE9PR2BgoNLRzNnZ\n+a5tUP+L4cOHY/jw4YiKikJiYiImTpyITz75RFq9wsJC7NixA8nJyTZXMSNHjpRST8vjITIyEtHR\n0XjttdcAFLcNyhymo1W9qKgoLFq0CAUFBUovbSEEHB0dlf9XGVxdXZGTk4PWrVtj3LhxcHNzQ5Uq\nVaTVc3BwwMCBA6Xt/1Zan6s7duyI+Ph4dOjQQVqNkiZNmoTAwEClw+njjz+OsWPHIjg4WJX9V4jA\ndnR0hKOjo/KzzE4oQHHPUWtYA0CrVq3Uu+VRhpUrVyI6Ohovv/wyVq1ahXPnzqne0awka0cJa2cJ\n67hJtYWEhCAkJASrVq1STsBa6NixI4qKijBkyBDk5OTg888/x+OPPy6t3ltvvQUXFxc0bdrU5nMq\ni5bHg729vZQmmfKuFxoaitDQUMyfP1/qsLFbffHFF6hcubJyAWAymaR9sQOATp06YfXq1ejWrZvN\nZ+bWJiO1aH2uXrlyJaKiolCpUiXlHG0wGPD7779LqZeZmQk/Pz8sXrwYQPEXIjU70FaIwG7dujUW\nLVqE/Px8/Prrr/j222/RuXNnqfWmTZuGnj17wmAwYOvWrfDy8lImVFC7bdLR0REPPfQQgOKrtYYN\nGyIxMVHVGiX16NED06ZNw40bN/D9999j/fr1Uq8qXnvtNfz55584e/asMikGANWH68yYMcOmx2Z2\ndjYeffRRfPPNNwCA999/X9V6VmlpaVi6dKmUfZdFy+OhUaNG2Lx5M8xmMy5cuIBVq1bh+eefl1Kr\nPOqFhYUhKysLFy9etOm13bp1ayn1Pv/8c4wfPx52dnbKHa558+Zh/PjxUurFxMQAgM3n02AwIC4u\nTko9rc/VWg+Xq1KlCjIzM5XzzNGjR1X9glkhOp1ZLBZER0crs2O1b98ewcHB6nanL+FOV4MGg0H1\nW9Vvv/02Zs+ejRUrVmD//v1wdXVFUVERlixZomqdkn799Veb/8927dpJqxUZGYkDBw7g3Llz6NCh\nA37++We0bNkS//nPf1StYz053Y71BKm2qVOn4tVXX0Xjxo2l7P9WWh4PeXl5WLRoERISEiCEwIsv\nvogRI0YoXzBl1gOK35vMelo3RxmNxlKfU39/f+lj97Wi9bkaAOLi4nDo0CEAgJeXFzp16iSt1h9/\n/IEZM2bgr7/+QqNGjZCZmYmIiAjVxrNXiMDWksViwfbt2+Hn51cu9Q8ePAiTyYQXX3xRk9urWvD3\n98emTZsQEBCA2NhYXL16FePHj8fXX38tpV5ubi4eeughpdeo2WxGYWFhmb3w1eDn54ekpCTUrVvX\n5ndWUU7CWjGbzfjkk0+kzmJ4K39/f6U5atOmTUpzVGRkpKp1vv32W3z33XelRivk5OSgRYsW0vpY\n3Lx5E999951NoPXr1w+VKlVSvZbZbMaECROkzmJ4q08++QQnTpxQJkb64Ycf0LRpU2lzIADFt/kT\nExMhhMATTzyh6v9lhbglfvjwYURGRipDE4QQ0m7r2NnZ4auvvtIksMua8/app54CUBw6sgJ7586d\n+OSTT3Dt2jUIIZT/T1ntPg899JAyg1V2djZq1KiBv//+W0otAHj99dfx9ddfo2rVqgCKhwkNGTIE\na9askVJP5p2Qsmh5PCQmJmLZsmWlOtTJuAK1t7fH4cOHVd/vnWjVHOXv74+XXnoJCxYssGkzr1q1\nqrT2ZKB4qtCioiIMGDAAABAbG4sPPvhAmRBKTfb29khJSUFhYaFmFxvx8fHYtGmT0o5sNBoREBAg\nNbCPHz+O5ORkmM1mnDp1CoB6zXsVIrDfe+89TJ48GZ6enlJnyLJ64YUXsHTpUvj5+dlclal9YAUG\nBsJgMNhM02n9WWY707x587Bo0SI0bNhQyv5v5enpiRs3biA4OBiBgYGoUqWK1HbJgoICJayB4pNi\nXl6etHrWGc9unb1KFi2PhzFjxqB///4IDg7W5Nhr0qQJhg8fju7du9v0nvbx8ZFSz8PDAzdu3EDX\nrl3xxhtvwNXVVfVZx4DisfkuLi5YsGBBqTkQZM4RcOLECcTGxio/e3t7o3fv3lJqAUC9evUwYMAA\ndO7c2eb398Ybb0ireePGDeXcLHsdhvHjx+PSpUt4+umnlTt4BoOBgV2Si4uLZt32AWDr1q0A/m+O\naEBOR409e/aour97VaNGDc3CGoCymMKAAQPw4osvIjs7W/U5jEtycnLCH3/8oXQOPHny5G3nHFZD\nXFwc5s6di/T0dLi5uSElJQUNGzbEDz/8IKWelseD1sOCCgsLUb16dRw4cMBmu6zA/vzzzwEULzrS\npk0bpTlKlsjISJw8eRKJiYkICgrCzZs3MX78eGl3f+zt7ZGUlITHHnsMQPEEQiUnGFHbY489hsce\newxCCClDRW8VGhoKo9GINm3aQAiB3377TWqv/5MnT2Lr1q3S2uR13YZt7ZW9bds2mM1m+Pj42Nxq\nkTmTlJZ27dqFtm3bKr0Nb9y4gYMHD6Jr166q1tm5cyeA4nbyq1evomvXrjb/n2qfFO+2TKGs39/x\n48fx7rvvolatWgCAK1euYOHChfD09JRST6vZq7Q8HqzNNatWrYKbm5tmw4K0crclGGW9vz59+ihz\nIFjnn5fZ6Wzfvn2YPHky6tWrByEEUlJSMGvWLCmLCpWX9PR0nDhxAkIING/eHO7u7tJqjR49Gu+/\n/75yblGbrq+w58yZY/PzyZMnlb/L6K1dkhbDkKwiIyPRrVs35WdXV1dERkaqHtg//vij8ncnJyf8\n+uuvNo+rHdi3/v5Kkvn7a9asGbZt26Z0DGnQoIGUTjZWDg4OqF69OiwWCywWC9q2bStlqkktj4db\nm2u0GhY0efLkMrervTxqeTVHaTUHgpW3tzd27tyJ8+fPAyheyldm+/Jrr71W5tWn2sf6uXPn0LBh\nQ+VLrIeHB4Di8E5PT1f9YmD48OEAijsJ9uzZE82aNbM5p1gnUvlf6TqwV61aVS51bzcMSVZgl7U6\nkIzVwWSsCX0nAwYMgJ+fn9Q2urJo2TMW0G72Ki2Ph/JqrunYsaPy94KCAuzevVvK1czHH3+MVq1a\noaCgQNqQsbJoNQfCvn37lLAuKSkpCYC8JoaSPfwLCgqwc+dOKbfgly9fjhkzZpR5USDjYmDw4MGq\n7u+2VJvktBwtX75cmEwmYbFYxJQpU0RAQIDUFXV69eolzGazMsfvlStXxOuvvy6t3qRJk8SsWbPE\nxYsXRVJSkpg5c6aYOHGitHoTJkxQVs4Songecxkr3Fjnab51vmbZpkyZIiZMmCD27t0r9u7dKyZN\nmiSmTJkirV5OTo4wm83i5s2bYsOGDWLFihUiIyNDWr358+eX+v0tWLBASq1vvvmmVK1vvvlGSq2y\nmM1mKfPcW+f01vqzKYQQCQkJYs6cOWLOnDkiISFBSo2IiAghhLBZwUqL1azKEhQUJG3f+fn597RN\nLUlJSTb7z8vLE5cuXVJt/7q+wrZav349QkJC8Msvv+D69ev4+OOPMWHCBLRv315KPa2HIU2dOhVf\nfPGFsnZz+/btpa7j/N///heurq7Kz9WqVcPp06dVr/Pwww8r62BbbymVpNZtpFtp3TPWysHBAc89\n9xzOnz8vdYW3n3/+Ge+++67yc7Vq1fDzzz9j7Nixqtf6/vvvbeZ9r1atGtatWyd1LviSLly4gGvX\nrqm+XwcHB0ydOhWpqan46KOPSj0ua1Y8AGjXrh2aN2+uDJMra3W5/9Xo0aMBACNGjCh1d+vSpUuq\n1iqpZN8Ai8WCP/74Q2rP7f79+5eaiKasbWoZM2aMTQdBOzs7jBkzBuvXr1dl/xUisMX/b2eKj49H\nQEAAGjVqZNP2pDathyFVqVJF6rjBW1ksFmRlZaFatWoAig8yGbfgo6KicOrUKUyYMEG7W0rQvmfs\nq6++itWrV+PGjRsYMmQIPD09sXXrVmkTSFgngrG2Rebn59v0tVCTxWJR2nWttW/evCmlFgA8//zz\nNm2g7u7uUo6NRYsWYd++fUhISNC08+qaNWvwn//8B5UrV9akzXz06NGlwmvMmDHYsGGDlHol+wY4\nODjg0UcflTLm+8qVK0hLS0N+fj5OnTql5EF2drbUIZxms9mmD4Cjo6Oqx0OFCGxPT0/lSi0sLAzZ\n2dlSx4RqPQxJa4MHD0b//v2VNWO3b99e5hXw/8rR0RHPPfcc1qxZAzc3N9X3fzsTJkzAoEGDSvWM\nlUUIAScnJ0RHR2PAgAEYOnSotP4OQHGv9JCQEOXkuH79emn12rdvjzFjxigTb6xZs0bqsCet5oZ2\nc3NDz5490bBhQ02P7WXLlmHLli3Sj4dz587h7NmzMJlMNu3Y2dnZUucK2LZtW6k+ATK+TCYkJGDD\nhg1ITU216ZtTtWpVm7tPanNzc0NcXBy6dOkCANi9ezeqV6+u2v51PawLKD4ZpqamIiMjA/Xq1YOr\nqysyMzORlpYm7UDTaphVefrrr79w4MABCCHg7e2NJ598srxfkqoKCws16xkbEBCA8PBwzJ49GzNn\nzkSjRo2kzw8dHx+P/fv3QwiBdu3aSQtRi8WCNWvW2NQKDg6WdsciJCQEK1asuOs2vRoyZAgiIyOl\nTZNrtXv3bsTFxWHPnj02i29UrVoVfn5+ypKiaitrrvSytqllx44dyoWHFpKSkjBu3Dikp6dDCIE6\ndepg7ty5qF+/vir7131gA9pPjt+nTx9s2rTJZltAQIAybrKiuHVmLhkzPGnp1h6xt5LVM/a3337D\n0qVL0aJFCwwbNgyXLl3CihUrpLaDVjQFBQXIy8vDoEGDsGrVKptbnEOHDsW2bdvK+RWq49SpU5g8\neTKaN29u8yVS1mflyJEjUpvzrKy3qMePH4/58+fb/P7Cw8Oxfft2abV/+ukn/PXXXzbnMplLlgLF\nw7uEEKr3VakQt8SfeeYZHD9+HM2aNdOknlbDrKwyMjLw/fffl5qvWdYwLK1n5tKKdZz5tWvXcOTI\nEXh7e0MIgQMHDuD555+XFtitW7e2WY6xXr16UsP66NGjmDFjBs6fP4+bN2/CbDbDyclJylzwFy5c\nwIIFC3D27FmbE6Laba5r1qzBihUrkJ6ejsDAQOWE7+zsrFkHNy1MmzYNbdu2xVNPPaXJVK/PPPMM\nVq9eXSrQ1D63lLxFPWfOHJvfn8xb1NOmTUN+fj4OHDiA4OBg7NixA88++6y0eoDcLwgVIrCPHTuG\nzZs345FHHrG5lSTrqtvT0xOzZ8/GK6+8AoPBgFWrVkntmDJixAi0bNkS3t7eUjtHWUVERGDt2rWl\nZuZS263rU99K7VCznoQGDx6MH374QRm/m56eftsJOfRo+vTpWLhwodI7dePGjbhw4YKUWpMnT8bo\n0aMxa9YsrFy5Ehs2bCjzC+3/KiQkBCEhIVi1atUdl7dVy91WipM193VRUZGmn8Xx48ejQYMGSEhI\nwNtvv43NmzejQYMGqtcxGo0wGo2a36I+cuQINm/eDH9/f4wcORJvvPEGhg4dKq2e7C8IFSKwS86y\npIVbh1m1a9cO06ZNk1YvLy9P2gL2ZdFqZi5ZU4Hezd9//20z2UbNmjWRkpJSLq9Flvr168NsNsPe\n3h5BQUEICAiQModyQUEBvL29ARQvcjJq1CgEBgZizJgxqtcCiofJ3LhxQxl2mJWVhS1btqh+la3F\nPNdleemll7B27Vp06tRJk6lek5KS8J///AdxcXEwGo3o1auX1DsWf/zxB7y9vW1+f8uWLZMy5BCA\nskaAk5MT0tLSUL16dVy5ckVKLUD+F4QKEdhar4ZUcpiV2WxGXl6elJmrrDp27Ij4+HjNFnSwzszV\nqlUrqTNzGY1G1fd5L7y9vTFkyBD07NkTBoMBP/zwA1544YVyeS0yODk5obCwEE2aNMHHH3+MWrVq\nSbnqBYp7+lssFtSvXx/ffPMNateuLTXstBr3LbuN83a2bNkCoHjIo5XMYV0ODsUR4Orqij///BM1\na9aUMq7dSss5AoDic6d1OKV11ETfvn2l1ALkf0GoEJ3OtG5zDQsLw4cffgg7Ozv07dsX2dnZGDRo\nEN58800p9Z5//nnk5eXB0dERDg4O0tenzs3NReXKlWGxWLB582aYTCb4+/urOjyhpIyMDCxZsqRU\nO6jMueB37dqF3377DUBxG3PJudrVpnUfhOTkZNSsWRM3b97E8uXLYTKZMHDgQNV6qpZ0/PhxNGzY\nECaTCREREcjOzsaQIUPw3HPPqV4LKO5gGhsbazPuu3fv3tKO9YKCAkRHR0tv4y0v69atg4+PD/78\n809MmjQJubm5ypKpMvj7+2P9+vU2cwQEBQVJ+/2VnI+gsLBQmWpW1qiQzz//HK+99hr27duH6dOn\nK18Q1JroqkIEtlarIVlZe4nHxsbi1KlTCAsLQ2BgoKY91WVLTk7GxYsX8cILLyAvLw9ms1na7FyD\nBw9Gjx49sGzZMnz44YeIiYmBm5ubps0AMvXv3x8tW7ZE06ZNbfogyGzLy8/PR0pKipT2yLLk5uZK\nvctkNXfuXCQnJ9uM+65Tpw4mTZokpd7o0aPRoEEDbNmyxaaNt6L08C9rHn+Zc/svWbIEe/bssZkj\noHPnztLalbUeRlaS9QuCdfivGirELXGt2lytioqKcPPmTezevRuvvvqqssKO2m5dceZWsjq6ff/9\n91i7di2ysrKwe/dupKWlITw8XNpY1+vXryM4OBgrV66El5cXvLy8EBQUJKVWedC6D8KePXswd+5c\n3Lx5E3v27MHp06cREREhZarXI0eO4L333kNubi5++uknnDlzBmvWrFEmF1KbdW3o7777zmbctyxa\nt/FqTeuZzoYOHYqnnnpKGbc/YsQIKXMElNdMZ3l5eVi2bBn+/vtvfPTRR0hJScGhQ4fQqVMnVfZf\nIQJbq9WQrPr164fOnTvj6aefRuvWrZGcnCzl6lPrFWesVq9ejXXr1imrBD3++OPIyMiQUgv4v3a0\nWrVq4aeffkKtWrWQlZUlrZ7WtO6DEBkZiejoaKU3dZMmTZCcnCyl1qxZs7B06VK89dZbAICnn35a\nWQVNBjs7OwwcOBADBw6UVqMkLdt4rZNA1alTR8r+Syqvmc4AoEOHDtKPhdvNdCZ7GNnkyZPRtGlT\nHD16FEDxsp5jxoxhYJf0xRdf4KGHHsLkyZOVNte3335bWr1BgwZh0KBBys+PPPKIlPCcMWMGAO2X\nEXV0dLRp4ynZ7irDW2+9BZPJhIkTJ2LGjBnIycmpUMOsVq5ciaioKM36INjb26t6G+5ubg0YmeOH\nO3fuXObdLFmdsvr164esrCyMGTMGb731FnJzc5WFM9RmMBgwbNgwTZrWEhMT8dNPP8FkMinzEwDF\nM51ZzzsylJwL/ubNmygqKpIyR0B5DSNLSkrCp59+qrTJV65cWdV1LSpEYFuvprOzs1X7JnM/DAaD\n8k28ImjdujUWLVqE/Px8/Prrr/j2229tpi9Um/V35uLiIvXLib+//x0fl3Wi1Gr+a6tGjRph8+bN\nMJvNuHDhAlatWiVtNqs6derg999/h8FgQGFhIVatWoWGDRtKqQXAZtWjwsJCbNu2TerdGOvtdi8v\nL2lfCkrSahKorl27omvXrprNdGZ167Gwe/du5WpUhhYtWmDKlClIT0/HV199hbNnz+LIkSPSmlEc\nHR2Rn5+vfClJSkpStYNbheh0pvUKNxWdxWJBdHQ0EhISABQv8BAcHKx6O73WE6dYbwuvXr0aQHHn\nQeD/glrtVZ/Kqw9CXl4eFi1ahISEBAgh8OKLL2LEiBGlFl1QQ0ZGBmbOnIl9+/bBYrGgffv2eO+9\n96SNKChLYGCg6m2u5TVxSvfu3ZGUlKTZJFCJiYn44IMPcO3aNWzZsgVnzpzBnj17MGLECCn1yiJz\nWuc333wTgYGBWLRoEWJjY1FUVASj0Sjt//PXX3/Fl19+ibNnz6Jdu3Y4cuQIZs+ejTZt2qiy/wpx\nWajVCjf/FnZ2dggICECzZs1gMBjwxBNPSOlUZ5045ffff8fZs2fh5+cHoHh1MBlXadbx+nv37rU5\nQTRu3BhGo1H1wC6vPghOTk4YO3as0vNW5trbbm5u0pYJLUvJLz8WiwUnT56U0mRjHUuemJiIEydO\nKHeYfvzxR6lTW5bHJFATJkxQJn56+umnMW7cOGmBXbK93Pr7k/FF0iozMxN+fn5YvHgxgOI+CTKb\nbNq1a4dnnnkGx44dgxAC7733nqq5VCECu169etJXtwHKb/GIw4cPo0mTJqhSpQo2bdqEU6dOYdCg\nQUoAqe2nn35CeHg4HnvsMQghcPnyZXz44YeqdxSxTpzy3Xff4dtvv1WaFfr37y+1J64QAocOHUKr\nVq0AFH9hkDGxSHn1QTh+/Djee+89JXScnZ0xa9YsKTPLXbp0CTNnzsTRo0dhMBjw3HPPYcqUKdKG\nBZX88mNdT/nTTz9VvY514pRXXnkFGzZsUL70jBw5EqGhoarXs6pbty7OnDmjdNxr1aqV1OU98/Ly\nSt1+lzn9ccn2cnt7e9StWxdffPGFtHpVqlRBZmamcsFx9OhR6f07fvvtNxw+fBgGgwFFRUWqzvFQ\nIQI7LCwM/fv3l77Cza2LR7Rt2xYApC8e8cEHHyA2NhZnzpzB119/jeDgYEycOBHffPONlHpz5szB\nypUrlYk2kpKSMGzYMGk9O7OyspCdna1Mv5ibmyu1XXLmzJmYMmUKsrOzARS3ncscBqi19957D+Hh\n4coXkkOHDikdMtUWFhaGgQMHIjIyEgDwww8/4N1338W6detUr2WxWDBgwADlTowWrl69anNOcXR0\nxNWrV6XVW7FiBdatW6ec5MePH4+XX35Z2vzp1atXR1JSkhJo27dvh7u7u5RaZrMZjRs3xuuvvy5l\n/2WZNGkS3nrrLSQlJaF///7IzMxERESEtHoffPABkpKS0LNnTwDFzbV79+5FeHi4KvuvEIGt1Qo3\n5bV4hIODAwwGA3bv3o1XXnkFwcHBiI6OllavatWqNrNi1atXD1WrVpVWb9iwYTAajUo7z8GDBzFq\n1Chp9Tw9PREbG4vs7GwIITTtUa0Fe3t7JayB4qs0WZ0i8/LyEBAQoPzcp08fabd17ezs8NVXX2ka\n2AEBAejbty+6desGg8GAXbt2ITAwUFq96OhofP/990pH2qFDh6Jfv37SAjs8PBxTp07F+fPn8eKL\nL+LRRx/FvHnzpNSyt7fHli1bNA3spk2b4ptvvkFiYiKEEHjiiSdQqVIlafX279+Pbdu2KV+AjEaj\nEt5qqBCBrfUKN1ovHlG1alVERUUhNjYWq1evhtlsltJuZ73l7+npiaFDh6JHjx4wGAzYvn271Ha7\noKAgvPTSSzh27BiA4qs2Wd/ygeLexTt27Cg1VWh5zR+tFmv7buvWrTFt2jRlrvStW7fCy8tL1VrX\nr18HULxYxeLFi+Hn56fUkjnG9oUXXsDSpUvh5+dn0wwma3GMt956Cy+99JJyi3r27Nl45plnpNSy\nKnlLWvbqfPXq1cPy5cuRm5sLi8Uitb8DUNxre/r06aV+f7I6YN7ajHnhwgW4uLjgqaeeQo0aNVSv\nV79+faSkpCjNlX///beqUwJXiF7iCxYsQN26dTVb4Wb69Om4ePGizeIR9evXx9SpU6XUu3LlCrZs\n2YJnn30WrVq1QkpKCg4ePGhzZaOGu33pUXv+5PLqRT1kyBC4uLiUmip08ODBUupp1QfhTldhandy\ns46HLuv0IXOERlnDC2XUy87OhrOzs/LF5Fayzi1ff/01YmJilFviu3fvhtFolHZVWlZveGdnZ3h6\neqJJkyaq1yvrMyqzA+awYcNw9OhRm7t3TZs2xeXLlzFixAjVzqHDhw8HUPy5OXHihNIvwDpET61+\nLBUisLU6iEvScvEIQNu5vbUydepUzJgxQ/ODuFevXsqqSFqwLljx3//+F5MmTUJwcDC2bdsmrQ9C\nRWZdvOFu2/5XoaGhiIqKKjVRixZDRv/44w8cPnwYQgi0bt1a6hV9WFgYTp48qcyF8OOPP6Jx48ZI\nTk5G9+7dVZ/jW+u5y4cMGYK5c+eiZs2aAIr7JEycOBHz58/Hq6++qtp54ODBg3d8XLU7XIIeyOXL\nl5uQH0YAACAASURBVMWvv/4qhBAiNzdXmEwmabXWrl0rAgMDRZcuXYQQQiQmJopBgwZJq6e1/Pz8\ne9qmlvfff1+cOXNG2v5vFRAQIIQQ4rPPPhPff/+9zTa6P2X9v/H/8sENHDhQZGdnKz9nZ2eLV155\nReTl5YkePXqoXq+s35XRaFS9jtWt78FisSjb+vTpI62uLBWiDVtrWi+OofXc3lrr379/qQUIytqm\nlsOHDyMmJgZ169a1aUKRNZmCVn0QKrLyWswhJCSk1HFd1ja9unbtmk0nrEqVKuHq1auoXLmyqjN0\nldfc5V5eXggNDUX37t0BADt27ICXlxdyc3N12dmUgf0AtA5Qref21kp5nYSXLFkibd9lWbhwIbZs\n2YJZs2bB3d0dKSkpGDJkiKavQe9KLuYwZ84c5bNStWpVKYs5FBQUIC8vD5mZmcjKyrL5bKanp6te\nr7z4+/ujX79+6NKlC4Dild569eqF3NxcVScvKq+5y8PDw7Fz506liSEgIAC+vr4wGAyaz4+gBt0H\nttBwhRsrrQNUq7m9tZ6O8XYnYdkr6lg7e127dk36ykQA4O7uDh8fH1y8eBFA8djXrl27Sqt37do1\n/P7770hPT8dDDz2Ep556Cp6enlKGPFosFpw5c0ap1ahRI6W9UE1aL+awZs0arFixAunp6QgMDLT5\nbFak5TXffvttdOjQQQm0Dz/8UBkRouYMduU1d7nBYICnpydcXFyU/j85OTm67f+j+8DWcoUbK60X\nxxg3bhyio6Px1FNPYe3atejQoYOUyeu1no6xvFbUiYuLw9y5c5Geng43NzekpKSgYcOGygo7atOq\nCWX//v1YsmQJrl+/jmeeeQZubm4oLCzE7t27cenSJfj6+mLw4MGqnKySkpKwZMkS7N27F48//jiq\nV6+OwsJCJCYmwsnJCf369YPRaFT9S0Jqaiqys7NRtWpVvP/++zh16hTCwsLQvn17VeuEhIQgJCQE\nq1atkjYG+l68/vrrcHBwwCuvvCJtYaP8/Hw4OzsjKCgIGRkZUjuB7dq1C40aNcJDDz2EN998E//9\n738xefJkZV5/tWl17Gm2sFC5tZ6raMKECeLYsWOa1TObzWLt2rVi1KhRYtSoUWLt2rXCYrFIrVlQ\nUCBOnz4tzpw5IwoKCqTWGjhwoE0nOpPJJAYOHCi1ppb8/f1FRkaG0ulk3759YvLkydLq9e7dWxQU\nFNh0cunVq5fqdebMmSOSk5PLfOzmzZti165dYvv27arUGjt2rDh48GCZn/urV6+Kr7/+WmzYsEGV\nWiX5+/sLIYT4+eefxYgRI8Sff/5ZoTudpaamihMnTohvvvlGyv4/++wzERoaKnx8fJR6/fr1k1JL\niOJjQQghdu7cKSZPnixu3Lih/E5l1dPi2Lt8+bK4fPmymDt3rpg7d644c+aMOHPmjJg3b56YN2+e\nanV0f4UNAMeOHcPmzZs1WeHGbDZjwoQJmD9/vtKGLZtWc3tbaT0do9YcHBxQvXp1WCwWWCwWtG3b\nVurUpFo1oUycOPG2jzk4OKh6G37BggW3faxGjRrSxg2L/39rOj4+HgEBAWjUqJGq6w3/09SuXRu1\na9eWMg88UHzFu3HjRmVe/9q1ayt32mSwfvbj4+PRvXt36R2/tDr2tFpYqEIEtpYr3Njb2yMlJQWF\nhYWq9qK8E63n9i5rOkbrAV0RuLq6IicnB61bt8a4cePg5uamTAUpQ0Xsg1BeC+F4enpi8ODBuHz5\nMsLCwpCdnS11OmKtlNda7ZUqVYLBYFDGmufm5kqpY9WpUyd0794dlStXRnh4ODIyMqSu1qV186WQ\nvLBQhZg4BShe4ODixYtKO0xOTo60dpgJEybg3Llz6Ny5s82JXtYauUFBQVi/fr3ysxACffv2tdmm\ntpMnT+Lw4cMAIG3yhvI66efm5qJy5cqwWCzYvHkzTCYT/P39pa3hrNX64tYFOG5HzalXtZ4Vz8pi\nseD06dOoV68eXF1dkZmZibS0NNVXtLrd7HtWas/Cd7u12mNjY2EwGFRf+tVq6dKluHjxIn799VeE\nhoZi/fr16NWrl9R2+6ysLDg7O8Pe3h65ubnIycmRNhWxVsee1cmTJ8tcWEitz0uFCOzIyEicPHkS\niYmJ2LFjB9LS0jBmzBisWbNGWr2yyJqLOjw8HCkpKTZze9epUwcvvPACADnBZjabcfX/sffucTXl\n7f//a1c6qFDcjVPOp0iDCsl5EEVqJ6ScCiNFQ8lUOtAUMoOIcbwdcgiVVMoxjNshJIccJ0UnQypp\nt6u923v9/ui31qedmO89s95r363xfDw87vba92Nda2rvda339b6u1+v9e8hkMuZY+/btWY1B3/Q/\n5362a9cuVuMpE4lEgpycHMZfnKvqzFf+GnTCkkgkyMrKQu/evQEAz58/h7GxMY4fP04krp2dnUJJ\nFahrziSlSQAA169fV0holpaWxGJxzYULFzBq1CjOv2+kjIV4URLneh+GTsxisZhoKZVGIpGgTZs2\njBSqvr4+ampqmHlGthN2dHQ0oqKi0KZNG4VyI9tlOWW5n3ENVz0IP/300xffZ9NulusRQK6hZ3Q9\nPT0RHx/PJOwXL178aSXj70C6pNqQAwcOYOLEibxK0vVJS0tDeHg4zMzMYGNjg+HDhxNzrgPIGwvx\nImFzvQ+TmZmJgIAAiMViXLlyBc+ePUNMTAxCQkKIxCNVXvwchw4dwtmzZ4mViBvCtfsZ13DVg0DK\nLKUxSD4Q/y+Rm5vLJGsA6NWrF16+fEksHtde7SKRCG5ubmjZsiVsbGxgZWVFZI5eWaxbtw5SqRS/\n/fYbkpKSsGbNGgwbNgxhYWFE4rm7uzPGQiRW9bxI2JMmTUJQUBA+fvyIEydOIC4ujsicMk14eDj2\n7dsHd3d3AECfPn0Y+z0S/PHHHwgNDcW9e/cgEAhgamqKgIAAtG3blki8tm3bcirbZ2FhATc3NwX3\nM7rcT5ry8nK8efOG9T3Q+nDlL96wMZBkBUiZVqS0OYZAIMCgQYOIPqj07t0bAQEBsLW1hUAgQGJi\nokICZxuuvdo9PT3h6emJZ8+eITU1FS4uLmjbti0OHDhALCatPEbfy0gbJzVr1gwjR46EQCBATU0N\nLl26RCxhv337lmgTNC8StpubG65fvw5tbW3k5uZi2bJlxEs8DZXVSHaq+vn5YfLkyYiMjARQ14ji\n5+f3p2XJv4qhoSFmz56N0aNHKzwlkipzBgUFKbifzZgxg+iXePbs2fj1119RW1sLoVCI1q1bY9Cg\nQcTK8J/zF6eb7tje0uCyApSbm4uQkBCUlJQgOTkZz549Q1paGpYsWcJ6LKCuf+TcuXPM58PPzw8T\nJ04kFm/dunU4duwY4xxnbm4OJycnIrEAoKKiAlFRUcx3YfDgwfDw8CCeuFu3bo02bdqgVatWKCkp\nIRYnJCQEeXl5sLGxAVCnKHfjxg0EBwcTiffbb78hJSUF6enpGDx4MBwdHbFlyxYisQBg4MCBeP78\nObGHOl4k7I0bN2LlypUKSZo+RoJ27doxq12JRILo6GhWdXcbUlpaCgcHB+a1UCgkaj7Qvn17tG/f\nHlKpFFKplFic+vTt2xfa2tqMfCDtR0yCiooK6Ojo4OTJk7Czs8OyZcv+dKzm78B1DwKXFaDAwED4\n+voiKCiIieXj40MsgSYnJ+P06dPMKNCiRYswdepUYvE0NDQwc+ZMjBw5Et26dSMSoz7+/v7o2bMn\n83B++vRp+Pn5Eds3P3r0KFJTU1FaWgorKyv89NNP6NGjB5FYQJ0aX2pqKrN9aW9vzyRvEpw6dQo2\nNjZYu3YtJ41npI2FeJGwb9y48cmx3377jVjCDgkJQVhYGN6+fYtRo0bB0tKS2BMiUKc9ffr0aUye\nPBlA3U2rVatWxOJxXe7k2v1MJpPh3bt3SE1NxQ8//EAkRn247kEAuKsAVVVVwcTEROGYqqoqkVhA\nnS57ff9riUSCb775hli8S5cuISIiAlKpFGlpaXj69CkiIyOxc+dOIvHy8vKwbds25rWnpycx2U4A\nKCoqgr+/P4yMjIjFqE/nzp1RVFTECI28efNGYbuIbTZv3kzs3I1B2lioSSfso0eP4tixY8jPz1dY\nIVVWVmLQoEHE4ubm5n4ijJ+RkQFTU1Mi8cLDw7F27VqsW7cOAoEAAwcOJNqIUlpaij179iA7O1vB\nHIMuC7IN1+5nS5YsgZubG0xNTWFiYoL8/Hx06dKFWDyuexC4rADp6ekhLy+PWTGdPXuW2EwtUNeE\nZWNjA0tLSwgEAly/fh0mJiZMhzybnfAAsH37dsTGxjJjXkZGRszMNAk0NTUVusQzMjKgqalJLB6p\n+e7PUVlZCWtra+Yh79GjRzA2NsbixYsBgNiDEFeQNhZq0gl7ypQpGDlyJDZt2gRvb2/muLa2NtEV\n6E8//fTJXGRjx9iiffv2nH6QfXx8MGnSJFy5cgVr1qzBqVOnoK+vTywe1+5nkyZNwqRJk5jXhoaG\nCqsatuG6B6GxChBdsmab4OBgBAYGIicnByNGjEDHjh2xceNGIrEAYPz48Qr9DYMHDyYWC6irFnDZ\ngBkSEoJVq1YxTWctW7bE+vXrOYtPmmXLlin7EohC2lioSSdsXV1d6OrqMrrG9FONWCyGWCxmXegj\nMzMTmZmZKC0tVbjZikQiBYERtggNDf2iIg/bqwmaDx8+wNHREYcOHcLgwYMxePBghT10tuFKPlBZ\nv0+uexD09fVZtUb8EoaGhjhw4ADEYjHkcjlx20KuJXJ79uyJpKQkyGQyvHr1CtHR0UTtIY2MjJgu\ncQBN1gbyc5B+wGrI5cuXMWrUKM7kayMjI3H8+HHMnz8fCQkJuHXrFhITE1k7f5NO2DRpaWlYv349\ncbtEqVQKsVgMmUymMIeqo6ODrVu3shoLADHB/z+DFhYwMDDAlStXYGBggPLycmLxuLIPpX+f9+7d\nQ3Z2NqytrQHUlXFJNg1y3YNQWlqKEydOfCLeQGIvnbRQRENevXqFTZs2fbJdc+nSJSLxAgMDsXPn\nTqirq2PFihUYMWIEsQY3gPsucVqmV0VFBbm5ucjJycHIkSPRrFkzIvHu37+P0NBQ5OTkQCqVQiaT\nQUtLC/fu3SMS78yZMwgLC8OECRPg4OBA9HsOkDcW4oU0qa2tLQ4ePPjJUw2pfd7CwkJmr4Jr5HI5\nxGIx0Sfvy5cvw8zMDG/evEFoaCgqKyvh4eGB7777jvVY9d3PuGL69Ok4evQo82AilUrh7OyMEydO\nEIlXVFSEtWvX4v79+0wPQkBAALHP0MyZM2Fqaop+/fopNICR8Bx3c3NjhCLqx3J1dWU9FgA4OTlh\n2bJlCA8Px86dOxEfHw+5XA4vLy8i8eojk8lQVVVF9Lu3dOlS9OzZk6kknD59Gs+ePSPWJS4UCnHk\nyBF8/PgRTk5OMDY2RrNmzYh9H4VCITZv3gwvLy/ExcUhISEBr169UtjSZBuRSITk5GTEx8dDIBBA\nKBTCxsaGyN9x3rx52L59OzZt2oSysjLo6+sjKyuLPZls1ow6lYi9vT1FUXVeuTKZjPmZbb7//vsv\n/iPFihUrqIqKCqqyspKaNGkSNWLECGrPnj3E4nHNzJkziXt812fChAlUWVkZ8/rDhw+MHzAfoD2H\nucDGxoazWBT1f9/1+p7G9DEScP3da+xvR/LvSXuJHzp0iNq9ezdFUZSCdzTbNPb3IxmPpqSkhNq/\nfz81ZswYys3NjRo/fjx16NAh1uNUVlZSMpmMkkqlVHx8PHXw4EGqtLSUtfPzoiTOlV0iqVXDn5Gd\nnQ0dHR0kJiZi5MiR8Pb2hlAoxIIFC4jEi4iIwJIlS6ChoYEFCxbg+fPn8PPzIzZeYmhoCCcnJ87c\nzxYtWgR7e3sMGTIEAHD79m0sXbqU9TjK2jMfPXo0rl69Ssx+tT6khSIaoq6uDrlcjs6dO+Pw4cPE\nfQO4/u5x3SVOURQyMzORlJTEqH+R6Meh0dLSgkQigZGRESIiImBgYEBUKz0tLQ1xcXHIy8vD1KlT\ncfLkSbRu3RpVVVWwtrYm5kqmpqaGAQMGICcnh9WVPC8S9o4dO6CpqQk/Pz/GLtHDw4P1OPUbJqqr\nq1FUVMSJmEJtbS2kUikuXrwIFxcXRjudFNevX4evry8uXLiADh06ICoqCs7OzsQSdqdOnRhjDC40\nqh0cHDBy5Eg8ePAAAODt7U1kFInrHoSBAwdCIBCAoijs2rUL6urqUFNTA0VREAgErO4T0mOUMpkM\n8fHx6NixIxGhiIb4+/ujqqoKq1evRmRkJNLT07FhwwYisQDuv3tcd4n7+/tj165dGDduHHr27In8\n/HzmQZYEERERoCgKQUFBOHDgAN68eUN0QuPs2bOYN28ezM3NFY5raWkR2TJ1cXFhthjc3NxgbGyM\nlJQU9rYYWFurK5GTJ09Subm5nMW7dOkSNWHCBGrMmDEURVHUkydPiJbEDx48SA0fPpxasGABJZfL\nqYKCAsrJyYlYPGtra4qiKCogIIC6evUqRVFkthgaUllZSTwGzYcPH6gHDx5Qt2/fZv5xgUwmoyoq\nKjiJRZKCgoIv/iNBbW0ttX79eiLn/hxcf/doKioqePE5qU9tbS21YsUKZV8GUUhvMfBihV1YWIjE\nxEQUFhbC2NgYZmZmMDMzI6beExUVxamYwpw5czBnzhzmdfv27YmJmADAmDFjMHHiRGhqaiI4OBil\npaWMshQJuHY/O3nyJA4dOoQ//vgDffr0wYMHDzBgwABiv1Nvb2+sWbMGKioqmDZtGkQiEebMmUOs\nrJqRkQEjIyM0b94cp0+fxpMnTzB37lxWxxzphrm8vDy0bdsW6urqSE9Px/Pnz2FnZ8danPqoqqoi\nIyODyLk/R8PvXocOHYh+98aNG4dvv/0WZmZmMDc3JyoTCtTp6jdWMSDx36iqqoqioiJIJBLiMqF0\ntelzkOpKpwhvMfAiYdMdotXV1Thx4gT27duH8PBwPH36lEg8rsUUGiIQCIh6uvr4+GDhwoXQ0dGB\nqqoqNDU1sWPHDmLxuHY/O3ToEGJjYzF9+nRER0fj5cuXRCUMud4HDQkJQWJiIp49e4b9+/fD0dER\nvr6+OHz4MOuxli5diri4OLx+/RpBQUEYO3YsvL29iUk0GhkZYfHixZg4caJCvwPbeuw0XI9ZpaSk\n4MGDB7h79y42bNiAnJwc9OnTB9u3bycSb9WqVczPNTU1OH/+PFFpWa76VTIzMwEAW7Zswb/+9S9m\nOy8xMRHFxcWsxqpPQEAA0S0GXiTsHTt24N69exCLxejbty98fX2Zpg0ScC2moAxatmzJ/Ny8eXNi\nNo00XLqfqaurK2hRd+/eHbm5ucTicb0PqqamBoFAgIsXL8LZ2RmOjo6IjY0lEktFRQVqamo4f/48\nXFxcMHv2bGIrbKDu76Wnp4f09HSF46QSNtdmHPTvU1VVFSoqKmjTpg1at25NJBbwaZ+Fqakppk2b\nRiwe1/0qaWlpCsIls2bNgq2tLbExQHNzc4X9ckNDQ1abS3mRsC9cuABVVVWMHj0a5ubmGDBgANES\nLtdiCnyHa/eztm3b4uPHjxg3bhzmz5+PFi1asK6KV58ZM2Zg7Nix6NOnD8zNzVFYWEh0lldbWxu7\ndu1CUlISDh8+DJlMRkzuVU1NjXHQ+vXXXwGQlZbl2kiFazMOU1NT9OrVC/Pnz4ejoyP09PSIxQLq\nVA1p5HI5Hj9+jIqKCmLxaEEdrpTcmjdvjsTERNjY2EAgECA5OZn44oMkvBBOAeo+ABkZGbh37x5S\nU1PRunVrHDt2TNmXxQo1NTU4evSogum7k5MT0YcSLiktLUVYWBhu3rwJiqJgaWmJ1atXE1UDo7l9\n+zYqKiowYsQITuz3gLp9LplMRmxbo7i4GMnJyejfvz/MzMxQVFSE27dvE1n5ZmdnIyYmBgMGDMDk\nyZORn5+P1NRULFq0iPVYAJCfn4+wsDBGhGbAgAHw9/eHoaEhkXgzZszAypUrFcasIiIicPz4cSLx\nLl68iIyMDDx69AjNmjXDwIEDYW5uDgsLCyLxxo4dy0wWqKmpoWPHjliyZAmxCuWjR4/g7+/PrK51\ndHQQHh5ObKKioKAAYWFhzJ61qakp/P390bFjRyLxSMOLhP3ixQvcvXsXd+7cQVZWFtq2bQszMzNi\nZY/c3Fz8+9///kSOkVQzipeXF7S1tWFrawugTm6vvLycdTnUx48ff/H9fv36sRqPpjGnM5LuZwBw\n9+5dvH79Gg4ODigtLUVlZSWxmz5XUP//+Nbf/f/8LzN9+nTMmjWLkXk9c+YMDh8+jJMnTxKJ9/Tp\n00bHrPr06UMkHs3Lly9x7do1HDx4ECUlJXj48CHReFwxZcoUBAcHMw8Ed+/exZo1a4iNAfINXiTs\nRYsWwdzcHKampujfvz8xHVwaW1tbzJw5E8bGxgp7raSeEq2trZGSkvKnx/4udNe7RCJBVlYWI4bx\n/PlzGBsbE1tV2Nvbf+J01tgxtoiKikJWVhZyc3Nx7tw5vH37Fl5eXuzJByqJ2bNnY8KECfjuu+8U\nSvwSiQQZGRlISEjAkCFDIBQK/3asxYsXY/r06RgxYsQn37f8/HzEx8ejQ4cOrO+HTpky5ZObu62t\nLasGC43BVQl36dKlePr0KTp37gxTU1OYmZnh22+/JVZNk0qlOHbsGNPkOXjwYMyYMYPYPdTOzg4J\nCQkKx0h+17mytuVKJIkXe9i7d+9mfn78+DGxlSCNmpoaZs2aRTRGffr27Yv79+9jwIABAIAHDx4Q\neTiIjo4GULfPFB8fzyTsFy9eEGmy4dr9jObChQtISEhg9JpJq2Vxxd69exEbG4sVK1agoKAALVq0\nQE1NDeRyOSwtLTFv3jzWRh1DQ0Oxf/9+hIeHo2XLltDX10dNTQ0KCwvRqVMnODs7Y9y4cazEqs/I\nkSOxe/duWFtbQyAQICUlBaNGjWL2YtneRikrK8P27duZ7ahBgwbBw8OD2N7ywoULP9FlJ0lISAhq\na2vh5OQEoK6LmrZnJYG5uTmCgoKYPeWUlBQMHjyYqe6xfe/mytqWK2MhXqyw60PyaY2+KURHR0Nf\nXx/jx49X2Pcktec6adIk5ObmMqumoqIidO3aldkDZbucZGNj84nTWWPH/i63b9/G7du3ERMTg5kz\nZzLHtbW1MWbMGHTp0oXVeDTTpk1DbGws81kRi8WYMWMGsbKcMnoQpFIpysrKoKmpiRYtWhCLA9Tt\nExYXF0NTUxNdunSBlpYWsVhfsl0VCASsu3bNnz8fZmZmzHZUUlISbt++jQMHDrAaR1k0Vp0gWbH4\nkhSoQCBgfVtx6tSpOH369J8eYwvSxkK8WGHXh+Tzh1AoZBo0AGDfvn3MeyRuFjR79+4lct7P0bt3\nbwQEBMDW1hYCgQCJiYlEtKJpr217e3tO3c8mTZqEoKAgfPz4ESdOnEBcXBymT59OLJ6vry+0tbXh\n4uICoG7fdeXKlUQsWWmaNWsGAwMDYuevT8eOHTlr4klLS+MkDk1xcbGCzPGSJUuQmprK6TWQRFVV\nFXl5eejUqROAuu0Mkqt7uorHFVxb25aXl0MkEjExxGIxq9bEvFthX7x4kUgpTtlw2SRVU1ODY8eO\nMWIR5ubmRFaEixcv/uL7O3fuZDVefa5fv47//Oc/AIDhw4fD0tKSWCyuehD4zM2bN2FhYYHz5883\n+j6pOex169bBxMQEkyZNAlBX4nz06JGC4EhT5ubNm/Dz84OhoSEoikJRURHCw8MxdOhQVuOcPn0a\nU6dO/WwpmpTRT31rWwAYNGgQUWvbuLg4REVFfWIsRG+//V14k7Dfvn2LwsJChb3PhoLvf5eHDx+i\nXbt2jFFEQkICzp07hw4dOsDT05PYk5symqS4MDe5ffv2F9+vb7bSlPHx8YGLi4tCD8KRI0cQERGh\n5CtrOmzduhXLli2Dn59fo++Tms8eOHAgqqqqmFWnTCZjSv5sG6o0xrt379CqVSuiI4cSiQQ5OTkA\ngG7duhGJRW97fa4Xhp7P5gPFxcWMsdC3337LqrEQLxL2xo0bkZqaiu7duyuUc9heodnb22P//v1o\n1aoV7ty5g+XLlyMwMBBPnz5FTk4OsRLn1KlTmSYpusOysW5Ztrh06RIiIiIglUqRlpaGp0+fIjIy\nkuiKl0v3s/Pnz+Pnn39GSUkJKIoi4mZVH657EPiKXC7H2bNnmYaefwLz5s1DXl4erKysiKzqq6qq\nsH//fhQVFeGnn37Cq1evkJubizFjxrAeSyaTITo6GvPmzWP93J+Dqy5xGoqikJiYiPz8fHh6eqKo\nqAjv37+HiYkJK+fnxR72xYsXcfbsWeLCFzKZjFlFp6SkYMaMGbCysoKVlRVR9SNaypIeGxCLxcRi\nAcD27ds5NTdJS0vDhg0bOHtA2LhxI3bu3ElUTa0+XPUg1Dc8oJ/D6Z4LUvaan4PEQ4iKigr27t3L\nacI+efIkHB0dmdcymQy//vorZyvCAwcOgKIoZGdnEzm/n58f+vXrx5SM27ZtCy8vLyIJW1VVFcnJ\nyZwmbK66xGlCQkKgoqKCW7duwdPTE9ra2ozePhvwImEbGhpCKpUST9hyuRy1tbVQU1PDzZs3ERoa\nyrxHcgyJ6yYprs1NuHY/a926NWfJGqhzeOKiB4E2POACktWWLzFs2DDs27cP1tbWCt3opLajbt26\nhfPnzyMsLAxlZWXw9/cnvlXT2GelZ8+eRGLl5eVhy5YtzASIpqYm0cbdQYMGYe3atZ/8/UiN4paW\nlsLBwYF5LRQKcfDgQSKxgLpt01OnTjGqgi1btoRUKmXt/E06YdPD6lpaWrCzs4OFhYVC0mZTdB2o\nG21ycXGBnp4eNDU1GbWe169fExVUcHNzw/Xr16GtrY3c3FwsW7aMaJMU1+YmXD0g0A1LxsbG+OGH\nHzBu3DiFzwupxqX6PQgODg6QSqVYuXIl0R4E0g8I9Zt2CgsL8fr1awwbNgzV1dVEtcTpRr0jYKiM\ngwAAIABJREFUR44wx0hOaPzyyy9ISUnBlClToKWlhV9++YWoAh/XnxV1dXVUV1czlZm8vDyiCx/a\nQZFe8QJkxrlouO4SV1NTg0wmY36fpaWlrBoZNemETQ+r9+vX74vzmWzh7u4OCwsLFBcXw9LSkvmj\nyOVyBAYGEo3dpUsXCAQCDBs2DFVVVRCJRMQeErg2N+HqAeHy5cvMz1paWrh+/brC+6QSNtdCLVze\n9E+cOIHjx4+jvLwcFy9exB9//IHg4GBiqxiux7pevXqFQ4cOwcrKCi9fvsTp06fRt29fYrPmXH9W\nli5digULFuDNmzfw9vZGZmYmUYMVrse6wsPDsXbtWqxbtw4CgQADBw5EeHg4sXizZ8+Gh4cHSkpK\nsHnzZpw9exY//PADewEonvHhwwfq6dOnyr4MVjl+/DglFAqp7777jqIoisrNzaXmzJmj5KtiD7FY\nTG3atIkSCoWUvb09tWnTJqq6uppYvLKysk+O5eXlEYvn4OBAURRF2dnZURRFUZWVldTkyZOJxbO1\ntaXkcjk1depU5hipeLa2tlRNTQ0nsZSBlZUVdePGDYqiKEoul1P79u2jrK2ticXj+rNCURRVWlpK\nXb58mUpLS6NKSkqIxuIakveRz5GdnU0dPnyYio6OprKzs1k9d5NeYdPMnj0bv/76K2prayEUCtG6\ndWsMGjTosyMgTY0jR47g5MmTzL51ly5dUFpaSiwe1+YmWlpaWL58OZYvX07k/A1ZvHgx9u7dy1Qo\nXr58CS8vLyQnJxOJx3UPApdNiurq6golVJLlcGUQGxvLfE4EAgFcXV2JVvMa+6zUb3pjmwsXLmDo\n0KEYPXo0AODjx4+80rKYPHkyWrduDTMzM5ibm2PQoEHEt9+6dOkCHR0dpq+pqKiINfteXiTsiooK\n6Ojo4OTJk7Czs8OyZcv+tIu1KcH1TdHLywszZ86Eo6Mjq/svn4PrB4TFixdj8eLF2LVrF3Jzc7Fq\n1Sr8/PPPRGIB3PcgcPmAYG5ujp07d6K6uhrXr1/H0aNHOdmeIs2ePXuwcOFC6OjoIDU1lRFOAYD4\n+HisWLGCSFyuPytRUVEYP34887pFixaIioriTcK+cOECioqKcPfuXVy+fBlr1qyBrq4uMWnS6Oho\nREVFoU2bNgr3TramJniRsGUyGd69e4fU1FR29wv+R+D6psi1uQnXDwijR49GbW0t3NzcUFlZie3b\ntxPTLafhsgeBy5u+j48PYmNj0atXLxw/fhyjRo0isiLk2vo1JSUFCxcuBFBnLlQ/YV+7do1Ywt64\ncSNWrlyp8Peij5FALpd/cozExMvnFOpoSPWP/PHHH7h37x7u3r2L58+fo0ePHkSbBg8dOoSzZ88S\nM4fhRcJesmQJ3NzcYGpqChMTE+Tn5xO/AXNJYzdFkiXVMWPG4MiRI5yZm3D1gNDQAk8kEqFjx444\nfPgwAPanCmgaNma9ffuWaGPWgQMHMHHiRKIrM5pLly7Bzs6O6OcRANavXw+AO+tXqt5oE9VgzKnh\naza5cePGJ8d+++03Ygnb2NgY69atg7OzMwQCAaKjo4mMWNENnyUlJcjMzGSkT9PT0zFw4EBiCXv0\n6NHo378/vv/+e6xdu5ZIjPq0bduWaMmdFwl70qRJCk/AhoaG2LZtmxKviF2io6Mxd+5chZviwYMH\nMXfuXCLxaLcz0uYmtPsZVw8IDS1JSduw0nDdgyASieDm5oaWLVvCxsYGVlZWaNOmDZFYaWlpCA8P\nh5mZGWxsbDB8+HBGwY1NuLZ+rf9g19Dn+Eu+x3+Vo0eP4tixY8jPz1fYzqusrMSgQYNYj0cTGBiI\nHTt2MJVJS0tLBAUFsR6H7jx3dXXFmTNnGGOad+/eEe01SkhIQEZGBpKTk7Fnzx507twZ5ubmxPoC\nDA0NMXv2bIwePVrhXsaWVnqTlial95k+Zx5OasXENY1ZhjZmBN/UGDt2rIL7WX1IztZyjaOjI9Nf\nkZCQgNraWtjb2xOXJH327BlSU1Nx7tw5tG3blpglpFQqxW+//YaUlBTcu3cPw4YNI+anzJX1q5GR\nEbS0tEBRFGpqaqCpqQmgbnUtkUj+tET/31JRUYHy8nJs2rQJ3t7ezHFtbW2ic8NcM2nSJAW3M7lc\nDhsbG6IOaJWVlcjIyEBGRgYSExMhEAiIjQeS1kpv0itsWq2q4cqJLyQnJyM5ORkFBQUKzlaVlZVE\nvsRcOyJxPVOrDDlNQHmNWa1bt0abNm3QqlUrlJSUEIvTrFkzjBw5EgKBADU1Nbh06RKxhM2V9Sst\n8MEVurq60NXVxaZNmz4RvcnPzyfmzFdaWoo9e/YgOzsbNTU1zHFSDZ8WFhZwc3ODjY0NBAIBzpw5\ng2HDhhGJBdQpm0mlUgwcOBCDBg3C4cOHiVr5kpasbdIrbJqCgoJP/HgfPnzImuC6sigsLERBQUGj\nT929e/dmvfTItSMS1+5nfyZ3SuqLLJfLERsbq2DnSXLP9+jRo0hNTUVpaSmsrKxgbW2NHj16EIlF\nr6zT09MxePBgWFtbw9LSkkhZHODO+lVZcO3M5+rqikmTJuHf//431qxZg1OnTkFfX5/YnjlQ17ld\n/+9Xv0udbUpLS6Gvr0/s/DRhYWEICAj4rGUwa1K+rE51Kwl7e3vqjz/+YF6np6fzSryhsrKSkslk\nFEVRVE5ODnXx4kVKIpEo+ar+PnZ2doyIye3btylLS0vq7Nmz1ObNm6mlS5cq+erY48CBA/9Px9hi\n48aN1JMnT4idvz4//PADdeHCBaqmpoaTeBRFUVVVVdTLly85i8clXIreUFTdvbNhDKFQSCweRVFU\nQUEBdf36dYqi6kSTKioqWI+RkJDA3DMb4/Xr19SdO3dYi/fo0SOKoupyT2P/2KJJl8RpQkJCsGTJ\nEuzcuRNPnjzBpk2bsHv3bmVfFmu4uLjgyJEj+PjxI9zc3GBsbIyUlBT88ssvxGJeuXIFv//+u0KZ\njO1yj7Lcz+q7WkmlUtTW1kJLS4uYvWZCQsInDYKnTp0i1jTo4+MDoK4jt/7fjy3xhvps3ryZ9XN+\nCWVYv3IJ1858dCXEwMAAV65cgYGBAcrLy4nF42pi4sOHD7Czs0O/fv1gbGwMPT09SCQSvH79Gnfu\n3IGenp5C1fLvQm/LkjaG4UXCNjExwerVq+Hq6goNDQ3s37+fkzIIV1AUBS0tLcTGxsLJyQkLFy5k\n3GBIEBQUhOrqaqSnp8PR0RHnzp1D//79WY+jLPezhq5WFy9eZOwF2YTrHgSatLQ0rF+/Hu/evYO+\nvj6KiorQvXt31huzAOD+/fsIDQ1FTk4OpFIpZDIZ0Ycfrq1fuYZrVTx3d3dUVFRg1apVCA0NRWVl\nJdGuba4mJubOnQsXFxfcunUL9+7dw/Pnz6GhoYHu3bsjIiKCyMMrUKc9v2nTpk96AthqoG3SCbvh\nfkF1dTV0dXXh7+8PQHkWgGxDURQyMzORlJTENPOQTmhJSUmYMmUKPD09MX/+fEZEgk2U5X7WkHHj\nxiEqKopZmbLFwIED8a9//QtlZWVwdXVljtM9CKTYsmULjh8/jvnz5yMhIQG3bt1CYmIikVhr167F\n5s2b4eXlhbi4OCQkJODVq1dEYgHcW79yDddKZ7Tvta6uLifGHFyqNqqqqsLS0pITPQIaPz8/LFu2\nDOHh4Th06BDi4+MbFaf5qzTphF3/JshnAgICsGvXLowbNw49e/ZEfn4+hgwZQiwe3cCjpaWFt2/f\nQk9PD8XFxazHUZb7Wf0ueLlcjqysLCJNSx06dECHDh2wf/9+aGpqQkVFBbm5ucjJyUGvXr1Yj0ej\npqYGPT09yOVyyOVyDB06lKhDUefOnSGTyaCqqgoHBwfY2dmxWm6sD9fWr1wik8kwb948REdHc5Zk\n8vPzERYWhszMTKioqGDAgAHw9/cn1pXOVylbmpqaGlhYWACo+/4vXboUQqEQXl5erJy/SSdser8g\nPz8fBgYGzE23uroa79+/V+alsYq5uTnMzc2Z14aGhkRnzMeMGcPslwuFQggEAmJCAwMGDPjkWNeu\nXYnEoqlvs6mqqooOHTpgx44dxOJx3YPQokULVFZWwtzcHD4+PtDX10fz5s2JxNLS0oJEIoGRkREi\nIiJgYGDA6oqiIVxbv3KJqqoqVFRUUFFRwVkVwdvbG7NmzWLmh8+cOYMVK1bg5MmTROJxJWWrLNTV\n1SGXy9G5c2ccPnyYdXtUXox1CYVCxMTEMKUWiUQCJycnxMXFKfnKmh5yuRz3799n1JUkEglqamp4\nXYYkDS18Ex0djerqaqYHgZTwjVgshqamJuRyOZKSklBRUYEpU6YQ0TcuLCxEmzZtIJVKceDAAVRU\nVGDWrFno3Lkz67EaIpPJUFVVxen2CWnc3d3x9OlTDBs2TOEhi9QD+pQpUz7RH7C1tSWyhSKTyeDr\n60u0WVbZPHz4EN27d0dFRQUiIyMZ1cHGFiZ/BfJOCxwgk8kU9kXU1dUhlUqVeEVNFxUVFQXNXXV1\ndd4l6/z8fCxevBhDhw6FhYUF3N3dkZ+fTyxe/R4E2saQVA+CTCbD999/DxUVFaipqcHe3h5z5swh\nkqxlMhk2bdoEDQ0N6OjowNPTE35+fkSTtbe3N0QiEcRiMaZMmQJra2vs3buXWDyumTBhAry8vGBu\nbo5+/fox/9jmw4cP+PDhA0aOHIndu3ejoKAAhYWF2LNnD0aNGsV6PKCuglBUVASJRELk/I1x8OBB\niEQiUBQFf39/2NvbM3oIbCOTyZCamgptbW20bdsW69atw7Zt21hL1kATL4nT6Ovr49KlS/juu+8A\n1HX9knJL+SdgYWGBc+fOYcKECUR0k5UN12VALnsQuCyr1r8B139gJkl2djZ0dHSQmJiIkSNHwtvb\nG0KhEAsWLOAkPmmsrKygoaEBVVVVAHVJgESCo7e66AJrfWEWgUBArAfB0NAQTk5OGDt2rEIFgS2t\n7YbExcVh7ty5uHbtGj5+/IiIiAj4+vpi+PDhrMdSVVVFRkYG6+etDy8S9po1a+Dj44PQ0FBQFIV2\n7dphw4YNyr6sv83nNNJpSJXJYmJisH//fqipqUFdXR0URUEgEBAb1eGaqqoqhbG4qVOnKhidsA3X\nPQjNmzfHlClTOCmrcn0Drq2thVQqxcWLF+Hi4sLMLfOFefPmYf/+/dDW1gZQ14/j5ubGutJZWloa\n5HI5MjMzidpNNqRTp07o1KkTKIpidW/3c9APJFevXsXUqVPRs2dPom5rRkZGWLx4MSZOnKjwfWBL\n1pkXCbtTp044ceIEKisrQVEUb/a06GH8e/fuITs7G9bW1gCAs2fPMjrqJGg4p8wXaHcwugxobW0N\ngUCAlJQUYmVAZTBhwgRidoUN4foGPGPGDIwdOxZ9+vSBubk5CgsLefN9B+q6jOlkDdSNAFZVVRGJ\npaKigtDQUE5NhGjxJbFYTKwRsj7GxsZwdXVFQUEBs52iokJuJ1gikUBPTw/p6ekKx9n6PvKi6Qzg\nRplLWUyfPh1Hjx5lVImkUimcnZ1x4sQJIvEacyLS1dVF+/btiWlEc8E/xR3snwYtvsMHZs6cicDA\nQGbfOisrC6Ghoaz7fdNs2LABAwYM4Gz7KzMzEwEBARCLxbhy5QqePXuGmJgYhISEEIknl8vx9OlT\nGBoaokWLFigrK8Pbt2/Rp08fIvFIw4tPOVfKXMqivLwcIpGIUccSi8VE5QPXrFmDJ0+eMLPCL168\nQM+ePfHx40esWbOGyP4PF3DtDsY1tNSjs7MzgDpbT1pFauXKlZg4cSLrMRszO9DV1YWxsTFmzpzJ\n+nx7RUUFoqKiGPOIwYMHw8PDgzeNkf7+/vDy8mL8oouLi4nKv9LbX6qqqtDQ0CC+/RUeHo59+/bB\n3d0dANCnTx/cvXuXSCygropQWFjI2GqampoSNRv56aefPjmmo6MDY2NjjBs37m+fnxcJmytlLmWx\naNEi2NvbM41Kt2/fxtKlS4nFMzAwQFhYGHr27AmgrtFn69atWLlyJTw9PZtswuYarnsQ9u7dq3Bz\nl0gkiI2NRVVVFfz8/Igk7I4dO6KsrAw2NjYA6jThtbW18erVK6xevRobN25kNZ6/vz969uyJyMhI\nAMDp06fh5+f3WR/ipoaJiQlSU1ORm5sLiqLQrVs3NGvWjFg8ZWx/tWvXTuE1yRJ1SEgI8vLymM9n\nTEwMbty4geDgYCLxampqkJOTw3zXzp8/j44dO+LZs2dIT09HQEDA3zo/LxI2V8pcysLBwQEjR47E\ngwcPANR1OdOWlCR49eoVk6wBoEePHsjJySGmfsRXuO5BkEqlCjdDU1NT6OnpQU9Pj9g+aGZmpoLe\nwdixY+Hg4IC4uDjmJskmeXl52LZtG/Pa09OTqFGMMnj06BEKCwshk8kYX25S3gEURSExMREFBQXw\n8PDAmzdvUFxcTMyauF27drh37x4EAgEkEgmio6OJ9uPcunULqampzIOzvb098z0kwfPnz3Hs2DGm\ny9/JyQnOzs44evQopkyZ8rfPz4uEzaUyl7KQy+XQ19dnJBlfvXql0HnMJj169EBwcLDCqql79+6Q\nSCS82SvkAnt7ewDAsWPHFHoQZs6cyZSt2eTjx48Kr4OCgpifSRgsAHXbM0VFRYyZQlFREeMwRWJl\nqKmpibt37zK68xkZGdDU1GQ9jrJYuXIl8vPz0adPH+amLxAIiCXskJAQqKio4NatW/Dw8EDz5s2x\nZs0aYqJTISEhCAsLw9u3bzFq1ChYWloSW+0CdbK5RUVFjNf9mzdv0KVLF2LxysvLIRaLmS2aqqoq\nfPjwAaqqqqyMPjb5u69cLoeFhQVatGgBKysrjBkzhnfKXBs3bkRqaip69OihUD4ilbDXr1+Po0eP\n4uDBg6AoCqampli1ahXU1NRw6NAhIjG5JCMjA0ZGRmjevDlOnz6NJ0+eYM6cOcyXmm246kEwMTHB\niRMnPnF3iomJIbZi+vHHHzFr1iym+lJQUIDg4GCIxWIiSSYkJASrVq1ixDBatmyJ9evXsx5HWWRl\nZSElJYWzUbWHDx/i1KlTzN+qZcuWREWncnNzP1E6y8jIIDZaVllZCWtra+bz/+jRIxgbGzO9F2wb\nRC1YsABTp07FkCFDQFEU7ty5g8WLF0MsFjMa438HXnSJk5R5/F/AysoKSUlJnIlT1CcrK4sp7fKF\nKVOmIDExEc+fP8ePP/4IR0dHpKam4vDhw0TixcXFISoq6pMeBHoFzhYlJSXw8PBAs2bNmC7jx48f\nQyKRYPv27WjTpg2r8WgkEglycnKYPVcSRioNEYlEAMCrkS4AWLZsGVavXs00nZHG0dERMTExmDZt\nGk6dOoXS0lK4uroSu5/SMr1/dowtbt++/cX3SfhXv3v3Dg8fPgQA9O/fH9988w1r527yK2yA/8pc\nhoaGkEqlSknYgYGBxL5MykJNTQ0CgQAXL16Es7MzHB0dERsbSyweVz0IrVu3RkxMDG7evIns7GwA\nwKhRo1h5sv8S6urqnI3JlJWVYfv27cjIyIBAIMCgQYPg4eHBG2VDuoHPxMREYUuBlFXw7Nmz4eHh\ngZKSEmzevBlnz57FDz/8wHqczMxMZGZmorS0FPv372eOi0QiolbBdEIWiUQKVp4k/egNDAwwbtw4\nbNu2jZXO8PrwImFzPZrANVpaWrCzs4OFhYVC0iaplkXDgwLMJ2hra2PXrl1ISkrC4cOHIZPJiPry\nAtz2IFhYWBBP0spixYoVMDMzw9atWwEASUlJWL58OQ4cOKDcC2MJktMfjWFra4t+/frh1q1boCgK\nO3bsINYQKRaLIZPJFAR2dHR0mL8lCY4fP47IyEhoamoyGgxcaS6kpaWx/vfkRUmc73xuhct2SbUx\nLl68yPpTorIpLi5GcnIy+vfvDzMzMxQVFeH27dvEGns+14NAatXEZyZPnozk5GSFY405TjVl3r9/\nj0ePHgGo60to3bo10XgymQzv379XWOnSTYRsU1hYSKxXpDEmTJiAmJgY6OvrcxaThsRWLW8S9vnz\n55kymZmZGe+SDJfQox75+fnw9PREUVER3r9/T6xxie8osweBFI2p4dWHhMMUAKxbtw4mJiaYNGkS\ngLoRuUePHmHVqlVE4nFNSkoKNm7ciMGDB4OiKNy9exe+vr5EZugBIDo6GlFRUWjTpo3CwyTbD0CN\nCezUh9TDq5ubG6KioqClpUXk/F9CLpezPmPOi4TdcDg+JSUFnTp1IjouwCWvXr3Cpk2bkJ2drSC9\nSqqsExwczIx6pKamory8HK6urrzxF79//z5CQ0ORk5MDqVQKmUyG5s2bE3PaWbBgASIjIxU0ops6\ns2fPBlDXcJaVlYXevXsDqJtDNTY2JialOXDgQFRVVSm4WdE3Yz5sg9na2mL//v3Mqrq0tBTz5s0j\n4k8NAOPHj8eJEyeI9wAoo/kLAJ48eQI/Pz98++23nGwn5ubmIiQkBCUlJUhOTsazZ8+QlpaGJUuW\nsHJ+XuxhNzYcT0K0QVn4+flh2bJlCA8Px6FDhxAfHw+5XE4sHtejHlyzdu1abN68GV5eXoiLi0NC\nQgJevXpFLJ4yexBIER0dDaBOuCQ+Pp5J2C9evCCqOsZXYxoaiqIUSuCtWrUi2kfStm1bTkZg6yfk\n6upqFBUVoVu3bsTjBgUFYejQoejVqxdRRTWawMBA+Pr6MhoIffr0gY+Pz9eEXZ/GhuM7d+6s5Kti\nj5qaGqaJqEOHDli6dCmEQiG8vLyIxFNTU4NMJmMegEpLSzn5sHNJ586dIZPJoKqqCgcHB9jZ2RHz\nAB47dizGjh1L5NzKJjc3l0nWANCrVy+8fPmSWLyTJ08qiCLJZDL8+uuvvDH6GT58ONzc3BSqhSNG\njGA9Dt2pbWhoiNmzZ2P06NEKD5Ok7FHT0tKwYcMGSKVSpKWl4enTp4iMjCRWEq+trYWfnx+RczdG\nVVXVJ1uHdDWIDZp0wqb3RRoOxz98+JBX+63q6uqQy+Xo3LkzDh8+jG+++YaolSFXox7KQktLCxKJ\nBEZGRoiIiICBgQHRigUXzYHKonfv3ggICICtrS0EAgESExMVEjjb3Lp1C+fPn0dYWBjKysrg7+9P\nrJyqDFatWsX041AUhRkzZhAxq6DvH+3bt0f79u0hlUo5qaJFRUUhNjaW2VIxMjJCYWEhsXgjR47E\n8ePHMWbMGIUHElJjXXp6esjLy2MWO2fPnmV1hLNJ72Era1+Eax4+fIju3bujoqICkZGREIlEcHNz\nw4ABA4jFfPnyJTPqYWFhQVTvl2sKCwvRpk0bSKVSHDhwABUVFZg1axaxqgzXPQhcUlNTg2PHjjHu\nWebm5nByciIqnpKSkoI1a9ZAS0sLv/zyCzGVLGWQn58PAwMD5vdXXV2N9+/fo2PHjkq+MnZwdHTE\nyZMnFTqoSXb5N1bZIjnWlZ+fj8DAQGRmZqJFixbo2LEjNm7cyNrfr0kn7K+Qg8tRD77j5OTE9CDs\n3LmT6UEgtaXBZ169eoUff/yRKb13794dfn5+SukCJoFQKERMTAyzGpRIJHBycmK94TMwMBCzZ89m\nLHTrIxaLkZKSAnV1ddja2rIa19/fHxYWFti9eze2bduG6OhoSKVSrF27ltU4ykYsFkMul7OuxNek\nS+JfIQNXox7/FLjuQeCSjIwMREVFoaioSEF8htQKZvHixQgODoaFhQUoisL+/fsxbdo0nDlzhkg8\nrpHJZAqlW3V1dSKl6lmzZmH79u2M172+vj5qamrw+vVriEQiODg4sJ6sgboHhZ07d0JdXR0rVqzA\niBEjWGvI+hwvXrxAdnY2JBIJc4yU5sLBgwfh4OAAbW1trF69Gk+ePIG3tzdrlsRfE/ZXPuHQoUM4\ne/Ysb+QelQ3XPQhcEhAQAD8/PxgbG3PSmBgbG8usWgQCAVxdXXnV0Kevr49Lly7hu+++A1AnXETi\ne2hkZITIyEhUVlYiKysLxcXF0NTURLdu3Yh2b2tpaWH58uVYvnw5sRj1iYqKQnp6Ol6+fIlRo0bh\nt99+g6mpKbGEHRcXh7lz5+LatWv48OEDIiIi4Ovr+zVhf4UcXI16/FPw9/dHVVUVVq9ejcjISKSn\np2PDhg3KvixW0NXVxahRo4jH2bNnDxYuXAgdHR2kpqYywikAEB8fjxUrVhC/Bi5Ys2YNfHx8EBoa\nCqDuuxgREUEsnra2NmNKwwW5ubn497//jcLCQoWKDCkXwHPnzuH06dOws7PDunXr8P79e6xcuZJI\nLOD/pJyvXr0KOzs79OzZk9WxvCadsP/MEJwvJdyIiAgsWbIEGhoaWLBgAZ4/fw4/Pz9MnTqVSDyu\nRz24Jjc3F/v27fukjEvqpkFPLGhra2PdunVEYiiLIUOGYMOGDZgwYYLCZ4VtpbOUlBQsXLgQALB7\n926FhH3t2jXeJOxOnTrhxIkTqKysBEVRvHMj8/LywsyZM+Ho6MhJRUZDQwMqKipQU1ODSCRC69at\n8ebNG2LxjI2N4erqioKCAnh7e0MkErH639mkEzY9u3fkyBEAYBIYXxI1zfXr1+Hr64sLFy6gQ4cO\niIqKgrOzM7GEzfWoB9fQN43p06fzbr6ca2gHsqysLOaYQCBg/eGn/iql4YqFj32zfFLFq4+amhpm\nzZrFWTxjY2N8/PgRjo6OEAqFaN68OQYOHEgkFkVRWLZsGUpLS2FoaAgtLS2UlZUhPDyctRhNOmHT\nQik3btxQEFnv3bs37O3t4ePjo6xLYxV6FXj16lVMnDiReLmaLyIUn4PrmwafoRXPSFPfNrehhS4f\nLXWVgVwuh1gsJrKq//DhAwBgzJgxOHLkCMaPH8/JXHRISAiAukmNESNGQCQSEbOCFQgEWLRokcKC\nUU9Pj9UehCadsGlokXwzMzMAwL1794gKYXDNmDFjMHHiRGhqaiI4OBilpaVE5lzDwsIQEBDwWaH+\npu4upaybBt+5cuUKfv/9d4UZc7Yf+p49e4ZBgwaBoijU1NRg0KBBAOq++/W7f5sq9L69/1zaAAAg\nAElEQVR8fn4+DA0NOYvr7e2NNWvWQEVFBdOmTYNIJMKcOXOwYMECVuMIhULG3hIA9u3bx7xHci7a\n19cXZmZmMDU15URLom/fvkSFu3gxh52VlQV/f3+IRCIAdY0w4eHhxByDlEF5eTl0dHSgqqqKqqoq\niEQiVhV0gLrfo7Gx8WcFaZq6EM3YsWMVbhr1IXnT4LoHgUuCgoJQXV2N9PR0ODo64ty5c+jfvz+r\nZcB/Avb29jh16hTzv1wxdepUnD59GomJicwIklAo5M224s2bN5GRkYGMjAzk5+fDyMgIZmZmmDt3\nLpF4EydORF5eHtq3b6+gDcDW75MXCZtGJBKBoijedTjX1NTg6NGjjH2oqakpETWpoqKir+IoBKBv\nihcuXMDly5fh5+cHZ2dnYg5MXEKrVNH/W1lZiYULF+Lo0aPKvrQmxfz58yEQCPDo0aNGldtIVbds\nbGyQkJAAb29vuLi4YPDgwbC1tWX9s/nw4UO0a9eOWWQkJCTg3Llz6NChAzw9PYlWt2QyGR49eoT0\n9HTExMRAQ0MDZ8+eJRLrczKrbHmA86IkLpFIcO7cuU9GBfiyF+vr6wttbW24uLgAAM6cOYOVK1di\n69atrMbx8PBgnu6XLl2Kbdu2sXr+/xWOHDmCKVOmoEWLFgDqqhfJyclwdnYmEo/rHgQu0dTUBFA3\nX/v27Vvo6emhuLhYyVfV9Ni1axeePHkCX19fuLq6chZ3xowZGDt2LPr06QNzc3MUFhYS2cMODg5m\nDEfu3LmDn3/+GYGBgXj69CmCgoJYv5fRzJ07F1VVVRgwYADMzMwQGxur4IbGNnRiLikpUdgiYgte\nJGx3d3fo6uqiX79+CnuSfOH3339HSkoK83ro0KGwtrZmPU79Ykt+fj7r5/9f4cSJEwrJuWXLljh5\n8iSxhM1VD4IyGD16ND5+/Ag3Nzdmn7K+m9ZX/t9QV1fHgAEDEBMTA319fYhEIggEAuLd4nPmzMGc\nOXOY1x06dCAy3iiTyZhVdEpKCmbMmAErKytYWVkR3Rrq3bs3Hj9+jN9//x26urrQ1dXFwIEDmQdN\ntrl06RI2bNiAd+/eQV9fH0VFRejevTtrSny8SNhv375VaGLgG3379sX9+/cZs48HDx7A2NiY9Thf\n6sTlE3K5HBRFMf+NMpmM6Piaj48PI/qhqqoKLS0t7Nixg1g8LvHw8AAAWFlZYcyYMaipqeFVBYFr\n3r9/D1dXV5SXl4OiKOjr62P9+vWNan6zFW/Tpk149+4d9u7di+zsbGRmZrL+0CWXy1FbWws1NTXc\nvHmTEYYBoOBXwDb+/v4A6tzJ4uPj4e/vj+LiYoUxRDaJjIzE8ePHMX/+fCQkJODWrVusbi/wImEP\nHDgQz58/J2rrp0weP36MmTNnMvvLRUVF6Nq1KyMcw1ZDw5c6cQUCAe7du8dKHGUzfPhweHl5wcnJ\nCQAQExNDxHOYpqamBvHx8Z/0IPANdXV1Xla4uCQoKAg//vgjhg4dCgBIT09HUFAQYmJiiMT78ccf\nIRQKmT3yLl26YPny5awnbBsbG7i4uEBPTw+amprMRM/r16+JisMcPnwYd+/exePHj9G+fXs4ODgQ\ndXdTU1ODnp4e5HI55HI5hg4d+nUOuyEZGRk4deoUOnTooHDD4Eun4969ezmJ8/TpU07iKJuVK1ci\nJiYGx44dA0VRsLS0JFrG5aoH4StNH7FYzCRroE5JTiwWE4tXVlYGa2tr7N69G0BdwiEhJuTu7g4L\nCwsUFxfD0tKSqW7J5XIEBgayHo+muroa8+fPR79+/aCmRj7dtWjRApWVlTAzM4OPjw/09fXRvHlz\n1s7Pi4S9Z88eZV8CMeRyOdzc3Ih1Nf4TUVFRwaxZszgTT+GqB+ErTR9DQ0Ns376d2ddNTEwk6oXd\nvHlzlJWVMQn0/v37xLY06C29+nTt2pVILJoJEyagbdu2UFNTQ3p6Op4/fw47Ozum4ZRtduzYAQ0N\nDfj7+yMpKQkVFRXMthEb8CJhk+7MUyYqKiro2rXr15ErFqHnsRtCag6bqx4ELnn8+PEX3+eTBgKX\nhIeHY9u2bVi6dCkAwMzMjKj+/I8//gh3d3fk5eVh5syZKCsrQ2RkJLF4XLN06VLExcXh9evXCAoK\nwtixY+Ht7U1skde8eXO8f/8ejx49QqtWrTBy5EhWlc54MYdNujNP2Tg7O+PJkycwMTFRGMZv6spj\nyqKsrIz5WSKRIDU1FeXl5cT8qSdNmoTc3NxPehDoEl1T3LqZPXs2gLrfX1ZWFtM/8vz5cxgbG+P4\n8ePKvLyv/BfU1tYiNzcXFEWha9euaNasmbIviTVoIZq9e/dCQ0MDs2fPhp2dnYKUNZukpKRg48aN\nGDx4MKPA6evri4kTJ7Jyfl6ssEl35ikbUonkn0rDJ9558+ZBKBQS+z1z1YPAJbSGuKenJ+Lj45mE\n/eLFC0RFRSnz0r7yX/Lw4UMUFhZCJpPhyZMnAEDML5pr1NTUkJycjISEBPz6668AoKDVwTY7d+5U\nmPUuLS3FvHnzvibs+pDuzFM2TV0S9H+N+uVcuVyOrKwsYl9ivvcg5ObmKkxn9OrVCy9fvlTiFX3l\nv2HlypXIz89Hnz59oKqqCqBupJMvCXvdunWIiYnB4sWLYWhoiPz8fNja2hKLR1GUgjBLq1atvvph\nN4TuzDM3NyfSmads7t+/j9DQUOTk5EAqlUImk0FLS4s3Y1Zcs379euZnNTU1dOjQAVu2bCESi+89\nCL1790ZAQABsbW0hEAiQmJjI2/FKPpKVlYWUlBTe6i706NEDq1evZl4bGhpi0aJFxOINHz4cbm5u\nsLGxAVBXImdzZJQXe9hisRiampqQy+VMZ96UKVNY3exXJkKhEJs3b4aXlxfi4uKQkJCAV69ewdvb\nW9mX9pX/B/jcg1BTU4Njx47hzp07AABzc3MiOvf/FHJzcxESEoKSkhIkJyfj2bNnSEtLw5IlS4jE\nW7ZsGVavXg0DAwMi5/8ncv78eWRkZICiKJibm2P8+PGsnZsXCZvvCIVCxMfHMwYLAIg2TvCdgwcP\nwsHBAdra2li9ejXjUjR8+HAi8fjqfvYV9nFxcYGvry+CgoKY7/fkyZORnJzMahzaQreyshLPnj2D\niYmJQrMZHx4mueT169d4//79J6Isd+/ehYGBATp16sRKHF6UxPmOlpYWJBIJjIyMEBERAQMDA175\nfXNNXFwc5s6di2vXruHDhw+IiIiAr68vsYTN58SckZGBqKgoFBUVKfQBkBqR4ztVVVWfeCnTe8ts\nwqXBiLKQyWT4+eefsWrVKuKxwsPDsWLFik+O01bPbD0AfU3YTYCIiAhQFIWgoCAcOHAAb9684a2T\nFhfQRaWrV6/Czs4OPXv2ZLUxpCF87kEICAiAn58fjI2NiShk/dPQ09NDXl4es6d89uxZ1n3vgf97\niKS3E1VUVJCbm4ucnByMHDmS9XjKQFVVFRkZGZzEev/+faO9G7179/6s5eZfgXcJ+/Hjx7wTbdDT\n00OzZs2goaEBT09PyGQySCQSZV9Wk8XY2Biurq4oKCiAt7c3RCIR0WSzdu3aRnsQ+ICuri5GjRql\n7MvgDcHBwQgMDEROTg5GjBiBjh07YuPGjcTiubi44MiRI4zjmrGxMVJSUvDLL78Qi8klRkZGWLx4\nMSZOnKjQiDxhwgRW41RUVHz2verqatbi8O6RuH5HIF+YN28eqqqqmNe0Pu5X/hphYWHw9vZGbGws\ntLS0IJVKiY8Bdu7cGTKZDKqqqnBwcMC1a9eIxuOKIUOGYMOGDcjMzMTjx4+Zf1/5axgaGuLAgQO4\nefMmUlNTcezYMaLSpBRFQUtLC+fPn4eTkxO2bt2K7OxsYvG4RiKRQE9PD+np6bh8+TLzj22MjY1x\n4sSJT46fPHmS1QUk71bYfOyhq6mpUfDF1dbWVkjgX/nvUFFRUfgS6enpEZ0o4HMPwoMHDwBAwa5Q\nIBAQ8VTmM/v37//i+6Qe0CmKQmZmJpKSkhAWFgYAvPlsAiAq61off39/eHp6Iikpibm3ZGVlQSqV\nsiokxLuE7enpqexLYB0tLS2FUn9WVhYxA/avsA+fexBoxbOv/D0qKysB1I11PXr0CGPHjgUAXL58\nGf379ycWNyAgALt27cK4cePQs2dP5OfnY8iQIcTicQ1XY3Jt2rRBTEwMbt26hd9//x0AMGrUKFhY\nWLAahxdjXXPnzsXBgwf/9FhT5eHDh1ixYgUzK1lcXIzNmzc3eQOJfwr1G3sAMD0I9WeymzJXrlzB\n77//rmC8w8cHZy5wdnbGrl27GI9okUiE77//HkeOHGE9Fpdd1MqCqzE5rmjSK+yamhpUVVWhrKwM\n5eXlTDlcJBLh3bt3Sr469jAxMUFqaioj0N+tWzdeCfTznXnz5mH//v3MtkZ1dTXc3NwQExOj5Cv7\n+wQFBaG6uhrp6elwdHTEuXPniK4I+c779++hrq7OvFZXV8f79++JxOKyi1pZcDUmxxVNOmHHxMTg\n4MGDePfuHezt7ZnjOjo6cHZ2VuKVscPDhw/Rrl07/Otf/0KzZs3w5MkTnDt3Dh06dICnpydatWql\n7EvkBZMmTQJQt7pxcXFh/fx87kGg9z+nTJkCT09PzJ8/HwsXLlT2ZTVZ7OzsMG3aNIwfPx4CgQAX\nLlxQuLexDVdd1MqCqzE5rmjSCXvu3LmYO3cuoqOjGbs/PhEcHMw0o9y5cwc///wzAgMD8fTpUwQF\nBWHr1q1KvkJ+kJqairKyMqaBim343INA/3doaWnh7du30NPTQ3FxsZKvquni7u6OESNGMCvfdevW\noW/fvsTi1e+irg9fEnZjY3I///yzsi/rL9OkE/b58+cBAN988w3zc32a+odOJpMxq+iUlBTMmDED\nVlZWsLKywtSpU5V8dU2Xz4lFjB49mkg8f39/eHl5fdKDwAdGjx7NzPAKhUIIBAJMmzZN2ZfVpDE2\nNka7du2YngCSxjFcdVErkwMHDkAsFkMul0NHRwf5+fnKvqS/TJNuOvPz8/vi+039wzh58mQkJCRA\nTU0NEydORGhoKMzNzZn3mmrjhLIRCoWMWISTkxOMjY3RrFkzomIRUqmU9z0IEokENTU10NXVVfal\nNFkuXbqEDRs24N27d9DX18ebN2/QrVs3nDlzhki8mpoaxMbGftI02NTvnTT29vY4deqUwjHam6Ep\n0qRX2Hz5UH0OGxsbuLi4QE9PD5qamjAzMwNQJzRPd5F+5b+HFouIjY2Fk5MTFi5cSMT/95/Qg5Ca\nmooRI0ZAR0cHe/fuxZMnT7BkyRKiZVw+ExkZiePHj2P+/PlISEjArVu3kJiYSCzeypUr0a1bN/zn\nP/+Bh4cHkpKS0K1bN2LxuOLly5fIzs5GRUWFQvVVJBIpPJg0NXijdHblyhXs2bMHUVFRzL+mjru7\nO3788UcIhUIcPXqUaZyQy+UIDAxU8tU1XeqLRdBlcJlMxnqc4OBgZiVN9yDY2dlBR0cHQUFBrMdT\nBjt27ICOjg7u3r2LmzdvYtq0aQgODlb2ZTVZ1NTUoKenB7lcDrlcjqFDhyqI0rBNXl4efvjhB2hp\nacHe3h67du3Cw4cPicXjitzcXFy5cgUVFRUKCmdPnjxBaGiosi/vL9OkV9g0fB4tGTBgwCfHunbt\nqoQr4Q/+/v6ciEX8E3oQ6BGZq1evYvr06Rg9ejS2bNmi5KtqurRo0QKVlZUwNzeHj48P9PX1Fbq3\n2UZNTY2J++LFC7Rp0wYlJSXE4nHFuHHjMG7cOGRmZmLgwIHKvhzW4EXC/jpa8pX/hsGDB2Pw4MEQ\ni8UA6vSbSWjQy+Vy1NbWQk1NDTdv3lR4siexolcG33zzDYKCgnDjxg0sXLgQEomEV9KWXLNjxw5o\naGjAz88PSUlJqKiogIeHB7F4M2bMQHl5Oby8vODu7g6xWIxly5YRi8c1ffv2xZEjR3izR8+LhP11\ntOQr/w2ZmZkICAiAWCzGlStX8OzZM8TExCAkJITVOP+EHoQtW7bg2rVrcHV1RYsWLfDu3Tv4+voq\n+7KaLPRqWiQSYcyYMcTjOTo6Aqh7iOWjhznf9uh5kbAbGy2hP4hf+UpDwsPDsW/fPri7uwMA+vTp\ng7t377Iex93dHRYWFiguLoalpSUvexC0tLQUxicNDAyY8bWv/PfExMRg69b/r707j4q63v8H/hwG\nUBB3zavI1eOCaxICKqJ+lYs7qKC45C7acYE4ZUhaouUWmd008NLtqimpaWpsLiEuJaQlS5q7KC7B\nUUwUGcABZub3Bz8+OUVWysz7M3yej3M8d+Y99/B+nnPn8uLzXjegbt26UKlUMBgMUKlUJiumjx49\nQlxcHHJzc41GfWrLrYe3bt3Chg0bcOTIEfj7+8PX19eiD9WqFQW7asho6NChGDRoELeW0J9q2bKl\n0XtT3YfNNQj0d2zevBlJSUlo0qSJWfp75ZVX4OLiAmdnZ5PeCS9KbZujt+iC/eS2GQCIi4urddtm\nqOa1bNkSmZmZUKlUKCsrQ2xsLNq3by86FhGcnJzMeimMVqv90/MsLFl1c/ShoaGiYz0ziz44xd/f\nH1u2bEGjRo1w+vRpvPbaa9LRndevX+fRnVStgoICrFq1CidPnoTBYICXlxfeeustk96JTfRXXLhw\nAYsXL4aLi4vRJSCmGqL+7LPPYG9vj4EDBxr1x4cdebLoJ2wlbJuhmqXT6ZCQkGDSU82UwNXVVZqT\nr05mZqYZ09QeERER6NOnj9mGqG1sbPD+++8jJiZGajPlnLm5+fj4wMXFBe7u7vDw8ECHDh1ER3ou\nFl2wlbBthmqWWq1GYmIiZsyYITqKRcvKygJQuUq8efPm0h/ICQkJ3KHxHCoqKsw6RL1582YkJyeb\nbc7c3A4cOIAzZ84gPT0dkZGRuH79Ojp37ozo6GjR0Z6JRRdsJWyboZrn5uaGd999FyNGjDCaL6y6\nTYv+uqNHjxodnfnyyy9j1KhRFj1PKNKAAQOwa9cuDBo0yCxD1G3atDHrnLm5WVlZwdraGmq1GlZW\nVmjWrBmaNm0qOtYzs+g5bAD48ccfpW0zVXsYc3JyUFJSwl/AVK3qrmJVqVTYtm2bgDSWbeLEiXj5\n5ZcxcuRIqFQqJCUlYceOHfjiiy9ER7NI3t7ev2sz5RD1ggULkJ2djd69e5tlztzcqlbAz5w5E56e\nnha/TsXiCzYRifPzzz9j1apV0qr7nj17YsmSJWjdurXoaPQX/PYmqyr+/v5mTmIaKSkpyMjIwE8/\n/QQbGxu4urrCw8MDnp6eoqM9ExZsUpw/uhgmODjYzEmIyByuXbuGEydOYOvWrbh//77FXnBS+3bK\nE/0Je3t76Z9arcaJEyeQm5srOpZFysnJwfTp0+Hr6wsAuHTpEjZu3Cg4FVGlkJAQ+Pj4YPXq1Sgu\nLkZkZCROnz4tOtYz4xM2KV5ZWRlmzZqFzz//XHQUizNlyhQsWrQIERERiIuLAwD4+voiKSlJcDKi\nysO1unXrJt0qZ+n4hE2KV1pairt374qOYZFKS0vRo0cPo7ba8stRhIyMDOkWufj4eKxZs8Zkoz86\nnQ6RkZEm+dly0aNHD+n7WBvO77fobV1Ez8LPz096rdfrUVBQgPnz5wtMZLkaN26MW7duSYeoHDp0\nSDoqmP6+5cuXIyEhAZcuXcKWLVsQGBiI8PBwk4z+qNVqZGRk1PjPlatz586JjvDcWLBJcZ481cna\n2hpNmzaVLgmgv2fZsmVYunQprl+/jv79+6N169ZYu3at6FgWy9raGiqVCikpKZg8eTICAwOxZ88e\nk/XXpUsXzJ07F8OGDZO2xQIwuoGttqgNh8PwtxQpzkcfffS7ohIWFsZC8wycnJzw2WefoaSkBHq9\nngcWPad69erhk08+QUJCArZv3w6dToeKigqT9VdWVobGjRvj+++/N2qvjQV706ZNoiM8NxZsUpzs\n7Gyj9xUVFTh//rygNJYtLCwMERER0nW2ubm5WLJkCbZu3So4mWX697//jaSkJKxevRrNmzdHXl4e\ngoKCTNbfmjVrTPaz5SAnJwebNm1CXl6e0R8+lnpIEgs2KcYnn3yCmJgYaLVa9OzZEwBgMBhga2uL\n8ePHC05nmdzc3BAYGIjFixfj7t272LRpE8LDw0XHsljNmzfHkCFDcPPmTQCVawR8fHxM1l9OTg6W\nL1+O+/fvIykpCZcuXcLRo0drzZqO0NBQTJw4EePHj68d930biBTmgw8+EB2hVjl9+rSha9euBi8v\nL0N+fr7oOBZt165dhoCAAMO//vUvg8FgMOTk5BimTZtmsv4mT55sOHPmjGH06NFS28iRI03Wn7n5\n+/uLjlCjasGfHER/T48ePVBUVCS9f/ToEVJSUgQmslxxcXF46623EBkZCX9/f7zyyiu4dOmS6FgW\na/v27di5c6e0FqBt27YoKCgwWX+1dVvew4cP8fDhQwwaNAjbt29Hfn6+1Pbw4UPR8Z4Zh8RJcaKi\nojB48GDpfYMGDRAVFWXSocfaKjk5GTt27EDTpk3h6+uLwYMHIzw8HPHx8aKjWSRbW1ujSzhMueAM\nqL3b8gICAqBSqWD4/+eCPbngzJLv+2bBJsXR6/W/a+P96c/mt8eQ9ujRA19++aWgNJbPw8MDMTEx\nePz4MdLS0rBjx45qb/CqKdVty/vggw9M1p+5HD16VHQEk+DRpKQ4ixcvRoMGDTB58mSoVCrExsbi\n0aNHeO+990RHsxiffvop5syZg5UrV1b7eW25ntHc9Ho99uzZg9TUVABAv379EBgYKD0B17Tbt2/D\nycnJaFteVVttcPDgQfTv3x8ODg7YuHEjLly4gPnz56Nr166ioz0TFmxSnJKSEmzcuBHfffcdAMDL\nywvz5s0zOjiCnu7o0aPw9vau9dczmpNOp8OiRYuwbt06s/Xp7+//u/8NAwICsG/fPrNlMCU/Pz8k\nJiYiPT0d69evR1BQEKKjoy12FIhD4qQ49vb2eOONN0THsGhVw7QszDVHrVYjLy8PZWVlRvPYpnDt\n2jVkZ2ejqKgIycnJUrtGo4FWqzVp3+ZUtYDum2++wfjx4zFw4EB89NFHglM9OxZsUpypU6dWO8Ro\nqYcpiDB37tynfv7k8a/01zk5OWHSpEnw9vY2GvGZOXNmjfaTk5OD48ePo6ioCMeOHZPa69WrhxUr\nVtRoXyK1aNECERER+O677zBnzhyUlZVVu4bFUnBInBTnyUsAtFotkpOToVarsWjRIoGpLEufPn3Q\nsmVLjBw5Ei4uLvjtr5FevXoJSmbZoqKiqm0PDg42SX9ZWVlwdXU1yc+Wg9LSUpw4cQLOzs5o27Yt\n8vPzceXKFfTr1090tGfCgk0EYNy4cSa9ZKG20el0SEtLw/79+3H58mX83//9H3x9fdGxY0fR0ehv\n0Gq12LNnD65evWo0FF6bjixNT0/HzZs3MXbsWBQUFKC4uNhiF9VxSJwU58mDE/R6Pc6fP290kAr9\nObVajQEDBmDAgAEoKytDUlISpk6digULFmDq1Kmi41ksc0/XhIWFoV27dkhNTcWCBQuQmJiIdu3a\nmaQvEaKionDu3Dnk5ORg7NixKC8vR1hYGL744gvR0Z4JCzYpzpOHKlhbW6N169ZYtWqV6FgWp6ys\nDMePH0dSUhJyc3MxderUWnnLkzk9eQ77k9M1pnLr1i1s2LABR44cgb+/P3x9fTF58mST9Wduhw8f\nRlxcnLQ4skWLFiguLhac6tmxYJOi6PV6rF27Fm5ubqKjWLTw8HBcvXoV/fv3R3BwMJydnUVHqhW6\nd+9u9N7NzQ3jxo0zWX9V98A3aNAAV65cQbNmzXD//n2T9WduNjY2UKlU0qhFSUmJ4ETPhwWbFMXK\nygorVqxAXFyc6CgWLT4+HnZ2dsjJyUFsbKzUbjAYoFKpkJmZKTCd5TL3dM2ECRNQWFiI0NBQzJs3\nDyUlJQgNDTVZf+Y2fPhwRERE4NGjR9i9ezf27t1r0TfzcdEZKU5kZCReeuklDBkyxGQnSBE9C29v\n799N18yfPx/u7u6io1mstLQ0o5PjvLy8BCd6dizYpDiurq4oLS2FtbU1bG1t+VRIsqHValGnTh2j\nNlMepOLj4wMXFxe4u7vDw8MDHTp0MEk/Iuh0OsyYMcNoBMjSsWATEclEdUeFVtdWU8rKynDmzBmk\np6cjMzMT169fR+fOnREdHW2S/sxt+vTpiIqKQv369UVHqRGcwybFmT59OrZu3fqnbUTmcu/ePdy9\nexePHz/GhQsXpINoNBoNSktLTdavlZUVrK2toVarYWVlhWbNmqFp06Ym68/c7O3t4efnh759+xqd\nHGepl9OwYJNiaLValJaW4sGDBygsLDT6pZifny84HSlZamoq9u3bhzt37uC9996TvpsODg54/fXX\nTdavm5sbnJ2dMXPmTAQGBqJx48Ym60uEIUOG1KqthhwSJ8XYunUrtm7divz8fLRo0cLol+L48eMx\nZcoUwQlJ6b7++msMHTrUbP2lpKQgIyMDP/30E2xsbODq6goPDw94enqaLYMp5OXloVWrVqJj1DgW\nbFKc2NhYnsZFsvThhx9i9uzZaNCgAQCgsLAQmzdvxmuvvWbSfq9du4YTJ05g69atuH//Ps6ePWvS\n/kztyXn/kJAQfPzxx4IT1Qwr0QGIzK1Zs2bQaDQAgI0bNyI4OBjnz58XnIoI+Pbbb6ViDQANGzbE\nt99+a7L+QkJC4OPjg9WrV6O4uBiRkZE4ffq0yfozlyefQ2/fvi0wSc3iHDYpzsaNGzF8+HCkp6fj\n5MmTCAoKwvLlyy32UnuqPXQ6ndE2rsePH6OsrMxk/c2ZMwfdunUz6fGnIjx5vkJtOmuBBZsUp7Zd\nak+1x6hRozB9+nTpvPu9e/dizJgxJuuvR48e0uulS5fWmruwL126hJ49e8JgMECr1aJnz54ALP8k\nPhZsUpzadqk91R5z5syBs7MzTp06BYPBgPnz56N///5m6fvJe+It3cWLF0VHMKUs8ZoAABbiSURB\nVAkuOiPFqW2X2hPVhKCgIGzatEl0DHoKFmwiIplwdXWV5lzLy8tRUVEBOzs7ix3CpZrFIXEiIpnI\nysoyep+SkoIff/zRZP3l5ORg06ZNyMvLQ0VFhdS+bds2k/VJz45P2EREMjZmzBiTXQc7atQoTJw4\nEd27d4eV1a+7fH97LzfJA5+wSZFyc3Nx8+ZN9O3bF48fP0ZFRQUcHBxExyKFS05Oll7r9XqcO3fu\nd7d31SRra2u8/PLLJvv5VLNYsElxdu/ejV27dqGwsBApKSm4c+cOli1bxss/SLhjx45Jr9VqNRwd\nHbFx48Ya7+fhw4cAgEGDBmH79u0YPHiw0RWejRo1qvE+6fmxYJPibN++HV9++SXGjx8PAGjbti0K\nCgoEpyKl0+l06NSpE2bMmGHyvqr2eVfNiD65OlylUuHIkSMmz0B/Hws2KY6tra3R08STi22IRFGr\n1UhKSjJLwT569KjJ+6Cax7PESXE8PDwQExODx48fIy0tDaGhofD29hYdiwg9e/bEu+++i/T0dJw/\nf176ZyoHDx783bn6Fy5cMFl/9Hy4SpwUR6/XY8+ePUhNTQUA9OvXD4GBgbXqzGGyTNXdIqdSqUy2\nzcrPzw+JiYlIT0/H+vXrERQUhOjoaJ6rL1Ms2EREMnH79m04OTn9aVtNqdoytm7dOjg7O8PPz8+k\n28jo+XAOmxTDz8/vqZ8nJiaaKQlR9V599VXpHucqoaGh2Ldvn0n647n6loUFmxQjJiYGQOUqcQAY\nPXo0ACAhIYHD4STUtWvXkJ2djaKiIqO92BqNBlqt1mT9fvTRRzhx4gRmzZqFBg0aID8/H4sWLTJZ\nf/R8WLBJMRwdHQEA3333ndGQX1hYGPz9/fHGG2+IikYKl5OTg+PHj6OoqMhoL3a9evVMeuWlnZ0d\nmjRpgoyMDLRt2xbW1tZo06aNyfqj58OCTYpjMBiQnp4Od3d3AEBmZiaHAUkoHx8f+Pj4ICsrC66u\nrmbrNyoqCufOnUNOTg7Gjh2L8vJyhIWF4YsvvjBbBvrrWLBJcVatWoUlS5ZI21nq16+P1atXC05F\nBBw+fBgdO3ZEnTp1MHv2bFy+fBmLFy+Wpm9M0V9cXBz8/f0BVM5pFxcXm6Qven4s2KQ43bt3R0JC\nAjQaDQwGA+rXry86EhEAIC0tDYsWLcLhw4fh6OiIqKgoTJ482WQF28bGBiqVSlrDUVJSYpJ+qGaw\nYJMiHT9+HFevXjVa0BMcHCwwEdGvp+598803GDZsmMn/mBw+fDgiIiLw6NEj7N69G3v37pWO7CX5\nYcEmxYmIiMDjx4/x/fffIzAwEF9//TVefPFF0bGIMGjQIAwbNgx169bFsmXLUFBQYNLbuoKCgpCW\nloZ69eohJycHr776Kry8vEzWHz0fHpxCilN1ulPVfxYXF2POnDnYsWOH6GhEKCwshIODA9RqNUpK\nSlBcXIzmzZvXeD86nQ4zZsxAbGxsjf9sMg2eJU6KU7duXQCVW1ru3r0LGxsb3Lt3T3AqokoNGzaE\nWq0GANjb25ukWAOVl41YWVmhqKjIJD+fah6HxElxBg4ciEePHiEoKEi6ZnDcuHGiYxGZnb29Pfz8\n/NC3b1/Y29tL7W+//bbAVPRHOCROilZWVgatVsuV4iScwWDAnTt30LJlS7P1+dtjUKtUbfMieWHB\nJsXR6XQ4fvw4cnNzodPppPaZM2cKTEX06/oKU8vLy0OrVq1M3g/VLM5hk+LMnTsXX331FR4+fIji\n4mLpH5FoXbt2xdmzZ03ez4IFC6TXISEhJu+PagbnsElx7ty5w5u5SJbOnDmDxMREtGrVCnZ2dlJ7\nTX9fnxxYvX37do3+bDIdFmxSnAEDBiA1NRX9+vUTHYXIyKZNm8zSz5O30/GmOsvBOWxSnMOHDyMs\nLAx6vR7W1tYwGAxQqVTIzMwUHY0I6enpuHnzJsaOHYuCggIUFxfDycmpRvvo0qUL7OzsYDAYoNVq\npa2O/P+CvLFgk+J4e3tj48aN6NSpE58uSFaevD3r66+/xt27dxEaGsrbswgAF52RArVs2RLOzs4s\n1iQ7hw8fxn/+8x9p/pq3Z9GTOIdNiuPk5ISpU6diwIABsLW1ldq5rYtE4+1Z9DQs2KQ4rVu3RuvW\nrVFeXo7y8nLRcYgkvD2LnoZz2KRo9+7dM9lZzUTPIi0tDampqQCAfv368fYskrBgk6L5+/v/4fGM\nRERywiFxUjT+vUpykpycjA8++AD379+HwWDgNisywoJNihYYGCg6ApFk7dq1iImJQfv27UVHIRli\nwSZF0ul0+OWXXzBo0CDk5eUBAC9DIOGaNm3KYk1/iHPYpDixsbGIiopCs2bNYGX161EEPF+cRElO\nTgYA/PDDD/jll1/g4+NjtOVwyJAhoqKRjPAJmxRn27ZtOHToEBo3biw6ChEA4NixY9JrOzs7pKWl\nGX3Ogk0ACzYp0D/+8Q/Ur19fdAwiyZo1awAAGRkZcHNzM/osIyNDRCSSIQ6Jk+IsWbIEOTk5GDhw\nIE86I1mpbpshtx5SFT5hk+K0atUKrVq14klnJBtZWVnIyspCQUEBtmzZIrVrNBrodDqByUhOWLBJ\ncYKDg0VHIDJSXl6OkpIS6HQ6o8s+HBwcsGHDBoHJSE44JE6KU1BQgE8//RTZ2dnQarVS+7Zt2wSm\nIgJyc3Ph6OgIjUYDlUqFevXqiY5EMsLrNUlx3njjDbRr1w4///wzgoOD4ejoiBdffFF0LCIUFxdj\nzJgx8PPzg6+vLwICAnDlyhXRsUgmWLBJcR4+fIjAwEBYW1ujV69eWLNmDU6dOiU6FhEiIiLw5ptv\n4tixYzh27BjCw8MREREhOhbJBOewSXGsrSu/9i+88AKOHz+OF154AYWFhYJTEVXef92nTx/pfe/e\nvXknNklYsElx5s2bh6KiIoSHh2PFihUoLi7G4sWLRccigpOTE6KjozF69GgAQEJCAlq3bi04FckF\nF50REclEYWEhPv74Y+mwFHd3dwQHB6Nhw4aCk5EcsGCT4ty+fRuff/45cnNzUVFRIbXHxMQITEVE\n9HQs2KQ4o0aNwrhx4+Ds7Gx0+UevXr0EpiIiejrOYZPi1KlTB9OmTRMdg4job+ETNilOYmIibt68\nCS8vL6OzxLt16yYwFRHR0/EJmxTnypUriI+Px6lTp6BSqQAAKpWKJ52RMCtWrJC+i9V5++23zZiG\n5IoFmxTn0KFDSElJMXq6JhKpe/fuAIDMzExkZ2djxIgRACq/q+3btxcZjWSEBZsUp2PHjigqKkLT\npk1FRyECUHmFJgDs3LkTO3bskA73mThxIiZPniwyGskICzYpTlFREYYPH44XX3wRNjY2Uju3dZFo\nhYWF0Gg0aNSoEYDKk894Ch9VYcEmxQkJCREdgahar7zyCvz9/dG7d28AwA8//MDvK0m4SpyISEbu\n3buHM2fOAABcXFzQvHlzwYlILliwiYhk5O7du8jNzYVOp5PaPDw8BCYiueCQOBGRTKxduxYHDx5E\nhw4djE7hY8EmgAWbiEg2UlJScOjQIW45pGqxYJNi+Pn5PfXzxMREMyUhqp6TkxPKy8tZsKlaLNik\nGFXbtrZv3w4A0p3DLNQkF3Z2dhgzZgw8PT2NijZPOiOAi85IgcaMGYO4uDijNn9/f3z11VeCEhFV\n+qPvYNXBKqRsfMImxTEYDEhPT4e7uzuAyuMg9Xq94FRELMz0dHzCJsU5d+4clixZAo1GAwCoX78+\nVq9ezdu6SLgbN27gww8/RHZ2NrRardR+5MgRgalILliwSbE0Gg0MBgPq168vOgoRAGDSpEl49dVX\nsXr1asTExGDfvn3Q6/UIDQ0VHY1kgEPipBjx8fEYPXo0tmzZUu3nM2fONHMiImNarRaenp4AAEdH\nR4SEhCAgIIAFmwCwYJOClJaWAgCKi4sFJyGqnq2tLfR6Pdq0aYPPP/8cLVq04PeVJBwSJyKSibNn\nz6J9+/YoKirC+vXrodFoEBQUhJdeekl0NJIBFmxSjJUrVz71c+51JSI545A4KQZXgRORJeMTNimW\nRqOBSqVCvXr1REchIvpTfMImxbly5QoWLVqEwsJCGAwGNGnSBJGRkejYsaPoaEREf8jqz/8rRLVL\nREQE3nzzTRw7dgzHjx9HeHg4li5dKjoWEd5//31oNBqUl5dj+vTp6NOnD+Lj40XHIplgwSbFKSkp\nQZ8+faT3vXv3RklJicBERJXS0tLg4OCA48ePw9HREYcPH8amTZtExyKZ4JA4KY6TkxOio6Ol27oS\nEhLQunVrwamIgIqKCgDAN998g2HDhvEUPjLCJ2xSnNWrV+PBgwcICQlBcHAwHjx4gDVr1oiORYRB\ngwZh2LBhOHfuHDw9PVFQUIA6deqIjkUywVXipGg6nQ6lpaVwcHAQHYUIAFBYWAgHBweo1WqUlpZC\no9GgefPmomORDHBInBRn4cKFeOedd2BlZYVx48ZBo9Fg2rRpmD17tuhopFDJyclP/XzIkCFmSkJy\nxoJNipOdnQ0HBwckJCRgwIABWLhwIQICAliwSZhjx4499XMWbAJYsEmBKioqUF5ejpSUFEyZMgU2\nNjZQqVSiY5GCcQ0F/RUs2KQ4EyZMgLe3Nzp37gwPDw/k5uZyDpuE+qMrX6vw6lcCuOiMCAaDATqd\nDtbW/PuVxIiKinrq58HBwWZKQnLGgk1ERGQB+EhBRCQTWq0We/bswdWrV6HVaqV2znETwINTiIhk\nIywsDPfu3UNqaip69eqFu3fv8jY5kvAJmxSDe11J7m7duoUNGzbgyJEj8Pf3h6+vLyZPniw6FskE\nCzYpRtVe1/v37yMrK0u6AOT777+Hq6srCzYJV7XwsUGDBrhy5QqaNWuG+/fvC05FcsGCTYpRNQ84\na9Ys7N+/Hy+88AIAID8/H4sXLxYZjQhA5ZbDwsJChIaGYt68eSgpKUFoaKjoWCQTXCVOijN8+HAc\nPHhQeq/X6zFy5EijNiIiueETNimOp6cngoKCMHLkSKhUKuzfvx99+/YVHYsIPj4+cHFxgbu7Ozw8\nPNChQwfRkUhG+IRNinT48GGcPn0aAODh4YHBgwcLTkQElJWV4cyZM0hPT0dmZiauX7+Ozp07Izo6\nWnQ0kgE+YZMide3aFfXq1UPfvn2lKwx5PCmJZmVlBWtra6jValhZWaFZs2Zo2rSp6FgkE3zCJsXZ\nvXs3du3ahcLCQqSkpODGjRtYtmwZtm7dKjoaKZyLiwucnZ0xc+ZMeHp6onHjxqIjkYzw4BRSnO3b\nt2Pnzp3SE3Xbtm1RUFAgOBURsG7dOri7u2PHjh14/fXXsWHDBpw8eVJ0LJIJDomT4tja2sLW1lZ6\nX1FRITAN0a98fHzg4+ODa9eu4cSJE9i6dSv+97//4ezZs6KjkQywYJPieHh4ICYmBo8fP0ZaWhp2\n7NgBb29v0bGIEBISgosXL6JNmzZwc3NDZGQkXFxcRMcimeAcNimOXq/Hnj17kJqaCgDo168fAgMD\noVKpBCcjpTt79iy6desGtVotOgrJEAs2KYpOp8OiRYuwbt060VGIiP4WLjojRVGr1cjLy0NZWZno\nKEREfwvnsElxnJycMGnSJHh7e8Pe3l5qnzlzpsBURERPx4JNivPPf/4T//znP2EwGFBcXCw6DhHO\nnz//1M+7detmpiQkZ5zDJsUqKSkxesImEmXq1KkAKo8mPXfuHDp16gQAuHz5Mrp3745du3aJjEcy\nwTlsUpysrCyMGDECI0aMAABcunQJy5cvFxuKFC02NhaxsbFo3rw59u3bJ/376quv0KJFC9HxSCZY\nsElxVq9ejU2bNqFRo0YAgM6dOyM9PV1wKiIgJydHeroGAGdnZ1y7dk1gIpITzmGTIrVs2dLovZUV\n/3Yl8Tp16oS33noLo0aNgkqlQkJCglEBJ2VjwSbFadmyJTIzM6FSqVBWVobY2Fi0b99edCwirFmz\nBjt37sS2bdsAVJ7KN2nSJMGpSC646IwUp6CgAKtWrcLJkydhMBjg5eWFt99+WxoiJxLp8ePHyMvL\nQ7t27URHIZlhwSbFycjIgJub25+2EZnbkSNH8P7776O8vBxHjx7FxYsXsX79esTExIiORjLAiTtS\nnJUrV/6lNiJzi46Oxp49e9CgQQMAQJcuXZCbmys4FckF57BJMbKyspCVlYWCggJs2bJFatdoNNDp\ndAKTEVVSq9WoX7++6BgkUyzYpBjl5eUoKSmBTqczOuHMwcEBGzZsEJiMqFLHjh2RmJgInU6HGzdu\nIDY2Fq6urqJjkUxwDpsUJzc3F46OjqJjEP1OaWkpYmJikJqaCoPBgP79+2P+/PmoU6eO6GgkAyzY\npBhz58596udc2ENyotPpUFpaCgcHB9FRSCY4JE6KMWvWLNERiJ5q4cKFeOedd2BlZYVx48ZBo9Fg\n2rRpmD17tuhoJAMs2KQYvXr1kl5zryvJUXZ2NhwcHJCQkIABAwZg4cKFCAgIYMEmANzWRQp09OhR\njB49WvolePHixT8dLicyh4qKCpSXlyMlJQXe3t6wsbGBSqUSHYtkggWbFCcqKop7XUmWJkyYAG9v\nb5SWlsLDwwO5ubmcwyYJh8RJcbjXleRq2rRpmDZtmvTe0dFROleciAWbFId7XUmuioqKEBUVhdOn\nTwOoXHexYMEC/oFJALitixSIe11JrkJCQtCxY0f4+/sDAOLj43Hp0iVERUUJTkZywIJNRCQTo0eP\nRnx8/J+2kTJxSJwUJycnB5s3b0Zubi4qKiqkds4Vkmh169ZFeno63N3dAVTeIle3bl3BqUgu+IRN\nijNq1ChMnDgR3bt3h5XVrxslunfvLjAVUeUWw/DwcGg0GhgMBjRs2BDvvfceOnfuLDoayQALNilO\nQEAA9u3bJzoG0R/SaDQAwC1dZIQFmxTj4cOHAIDY2Fg0adIEgwcPhq2trfR5o0aNREUjAgA8ePAA\n0dHRyMjIgEqlQs+ePbFgwQI0btxYdDSSARZsUgxvb2+oVCpU95VXqVQ4cuSIgFREv5o5cybc3d0x\natQoAEBiYiJ++OEHfPbZZ2KDkSywYBMRyYSvry+SkpKM2vz8/JCYmCgoEckJjyYlxTh79izu3bsn\nvY+Li8O8efOwcuVKabicSCQvLy/s378fer0eer0eBw4cQL9+/UTHIpngEzYphr+/P7Zs2YJGjRrh\n9OnTeO2117B06VJcvHgR169fx4YNG0RHJIVzdXVFaWkp1Go1gMo7se3s7ABUTttkZmaKjEeCcR82\nKYZOp5MWlh04cAATJkzA0KFDMXToUIwePVpwOiIgKytLdASSMQ6Jk2Lo9XrpoJSTJ0+iT58+0mc6\nnU5ULCLJl19+afRep9PxWFKSsGCTYowcORJTpkzBvHnzULduXek0qZs3b3K/K8nCqVOnMGfOHOTn\n5+Py5csYP348iouLRccimeAcNinKjz/+iHv37sHLywv29vYAKo8qLSkpQbdu3QSnI6qcrnnnnXdg\nZ2eHdevWwc3NTXQkkgkWbCIimbhx4wbefPNNODs749q1a2jfvj0WL14sLTwjZWPBJiKSiWHDhmHZ\nsmXw9PSEwWDAli1bsHfvXuzfv190NJIBFmwiIpnQaDS/W09x48YNtG3bVkwgkhUuOiMiEuzTTz8F\nUHnZx8GDB40+40U1VIUFm4hIsAMHDkiv//vf/xp9duLECXPHIZliwSYiEuzJmcnfzlJy1pKqsGAT\nEQmmUqmqfV3de1IuLjojIhKsS5cusLOzg8FggFarRd26dQFUPl2XlZXh/PnzghOSHLBgExERWQAO\niRMREVkAFmwiIiILwIJNRERkAViwiYiILAALNhERkQVgwSYiIrIA/w+bZBCWfOeZ5gAAAABJRU5E\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f14dc6e6410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import google.datalab.bigquery as bq\n",
    "df = bq.Query(\"SELECT image_url, label FROM demos.coastline_images\").execute().result().to_dataframe()\n",
    "df['label'].value_counts().plot(kind='bar', title='Full dataset');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> Create a smaller subset </h2>\n",
    "<p>\n",
    "Normally, of course, you would train on all your data. However, for learning purposes, we don't want you to wait hours at each stage. Therefore, let's intentionally use only a small subset of the entire dataset. When adapting this sample to work on your own data, skip over this section or comment out the subsample clause."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%bash\n",
    "QUERY='SELECT image_url, label FROM '\n",
    "TABLE=\"${PROJECT_ID}.demos.coastline_images\"\n",
    "SUBSAMPLE='WHERE (short_label = \"2A\" OR short_label = \"3A\" OR short_label = \"9\") AND MOD(ABS(FARM_FINGERPRINT(image_url)), 10) = 0'\n",
    "bq rm -f demos.coastline_train\n",
    "bq query --use_legacy_sql=false  --destination_table=demos.coastline_train \"$QUERY \\`$TABLE\\` $SUBSAMPLE\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAH0CAYAAADlk/4YAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f7fcc4e1c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import google.datalab.bigquery as bq\n",
    "train_df = bq.Query(\"SELECT image_url, label FROM demos.coastline_train\").execute().result().to_dataframe()\n",
    "train_df['label'].value_counts().plot(kind='bar', title='Training dataset');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "192"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>Create bucket</h2>\n",
    "<p>\n",
    "Create a new bucket to hold your model etc. At the end of this lab, you can delete that bucket."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bucket = 'gs://' + datalab_project_id() + '-txf'\n",
    "preprocessed_dir = bucket + '/preprocessed'\n",
    "model_dir = bucket + '/model'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating bucket named gs://cloud-training-demos-txf\n"
     ]
    }
   ],
   "source": [
    "import subprocess\n",
    "print 'Creating bucket named {}'.format(bucket)\n",
    "subprocess.check_call('gcloud storage buckets create {}'.format(bucket).split());"   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> Preprocessing </h2>\n",
    "<p>\n",
    "Now that we have the images in Cloud Storage and the labels in BigQuery, we can use Datalab's ML Toolbox to do transfer learning. This consists of three steps: (1) Preprocessing (2) Training, and (3) Deploying.\n",
    "\n",
    "Preprocessing the images will resize the images, and do some image augmentation.  This would take about 3 hours for the 8000 coastline images. Even on 200 images, this will take about 30 minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/apache_beam/coders/typecoders.py:132: UserWarning: Using fallback coder for typehint: Any.\n",
      "  warnings.warn('Using fallback coder for typehint: %r.' % typehint)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "Job \"preprocess-image-classification-170624-200206\" submitted.<p>Click <a href=\"https://console.developers.google.com/dataflow?project=cloud-training-demos\" target=\"_blank\">here</a> to track preprocessing job. <br/>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mltoolbox.image.classification as model\n",
    "from google.datalab.ml import *\n",
    "import os\n",
    "\n",
    "train_set = BigQueryDataSet(\"SELECT image_url, label FROM demos.coastline_train\")\n",
    "job = model.preprocess_async(train_set, preprocessed_dir, cloud={'max_num_workers': 4})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<b> Wait! </b>\n",
    "You have two options to proceed:\n",
    "<ol>\n",
    "<li> Monitor the above preprocessing job, and proceed with this notebook only after prepocessing is complete. The preprocessing job took about 30 minutes for me. You can explicitly wait for the job completion by running the Option 1 cell. Make sure to uncomment the last line in the cell.\n",
    "<li> Stop the job from the Dataflow console and then copy the results of my run into your GCS bucket by running the Option 2 cell. Make sure to uncomment the last 2 lines in the cell.\n",
    "</ol>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# option 1 above. Wait for your preprocessing job to complete.\n",
    "# If you choose this option, uncomment the next line and run this cell.\n",
    "# job.wait()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%bash\n",
    "# option 2 above. Copy my preprocessing results and move on.\n",
    "# If you choose this option, uncomment the last two lines and run this cell.\n",
    "FROM=gs://cloud-training-demos/coastline/preprocessed\n",
    "TO=\"gs://${PROJECT_ID}-txf\"\n",
    "#echo \"Copying already preprocessed files from $FROM to $TO\"\n",
    "#gcloud storage cp --recursive $FROM $TO"   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2> Training </h2>\n",
    "<p>\n",
    "Train the last few layers of the inception model based on our images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "Job \"image_classification_train_170625_055535\" submitted.<p>Click <a href=\"https://console.developers.google.com/logs/viewer?project=cloud-training-demos&resource=ml.googleapis.com%2Fjob_id%2Fimage_classification_train_170625_055535\" target=\"_blank\">here</a> to view cloud log. <br/>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mltoolbox.image.classification as model\n",
    "from google.datalab.ml import *\n",
    "job = model.train_async(preprocessed_dir, 32, 5000, model_dir,  # batchsize, numsteps\n",
    "                  cloud=CloudTrainingConfig('us-central1', 'BASIC'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Wait for the above job to complete before proceeding to next step (monitor job progress on the GCP console under ML Engine | Jobs).  It should take about 15 minutes to complete.\n",
    "The training log may contain harmless warnings and errors. Please check the message `Task completed successfully` at the end of the log to confirm the successful completion.\n",
    "<p>\n",
    "<h2> Evaluation </h2>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gs://cloud-training-demos-txf/model\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<p>TensorBoard was started successfully with pid 31309. Click <a href=\"/_proxy/55022/\" target=\"_blank\">here</a> to access it.</p>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from google.datalab.ml import *\n",
    "print model_dir\n",
    "tb_id = TensorBoard.start(model_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "TensorBoard.stop(tb_id)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When I did it, I got 85% accuracy on the held-out (evaluation dataset). This is not bad considering that we started with just about 200 images!\n",
    "<p>\n",
    "<h2> Deploy and predict model </h2>\n",
    "<p>\n",
    "Deploy the trained model as a web service. This simply a short cut to the underlying gcloud commands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Waiting for operation \"projects/cloud-training-demos/operations/create_coastline_v1-1498444496288\"\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "Models().create('coastline')\n",
    "ModelVersions('coastline').deploy('v1', model_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the model is deployed, we can send along an image and we will get back the classification probabilities. (these images are not among the 200 or so images used in training or in evaluation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicting...\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<p style=\"font-size:28px\">Sheltered tidal flats(0.71116)</p>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQEBLAEsAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEB\nAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQH/2wBDAQEBAQEBAQEBAQEBAQEBAQEBAQEB\nAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQH/wAARCAErASsDASIA\nAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQA\nAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3\nODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWm\np6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEA\nAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSEx\nBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElK\nU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3\nuLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwDv7K4U\nABXABAAB6kBskqAQOnOSqovAYcfN01pcAkfMfmXGMEkNngsCAx8sYLDBXcvyJtUg+a2t0SFUYXcN\nxVlPJDkkcnGMr827YzHB5LYHTWd0DkmTcNpzypC71BxghsAr1YFeSQc8AfqKp6aJdLbbJ36W8t+2\nvn+bOTktdHts9VpdapX2btZ/5eiwT7V5KMWbn5lYjCnPXHJKqjKx4+UYJGRs29z8pyVBwM84ZQQw\n3EgBWJZCoOTyASNpbdwdtcqWUswyrBSOjHG4cDaQDgocN8wzwArYG7b3Sjbhl44BJC8MpJPyH7rA\n7ixIQMoZQx3Yh009eXppdbbPR9HZfrZmTlbvs0ul27WtbZaW0dt2d1FdLtjQKAPkAXqPlBHClh8o\n4+ViJctwSWY1rRXGW37/AJgnO5xt6HJcDIUKOecZdi7OF5bh4boqobduI2qAWUL8wLkjaTnBJbcM\nnABHJCHZiu9q8sTvDHqvzAsVHIOcttTB2hmwdx2kEQqUe3rq7PVP5pbWfbu7kuV3p3d9PLXXReT0\nd+y1OzikUsMbMnJ3AHtkLjLDgY5HZhllXGa14ZF3AnjopzkEHoMdiCvIUkNkEICprh4Lsf3ipB6l\nfMP3jtG3OcgFwMsx3YHy5Y1rQ3JYpg4C7SCPukEAAklMFSRtIzkMpwMYVZ9glZpu2m7a3t807Jvz\ndvNh7R66rRrW/dK3RpK9rdtbW2O3glUtneu4qSwIBIAAwGYkPhdyg5HccjditaJ1ZVYnOAF6hQBu\n29G6EE5KgcZYY24FcXBdY2jeq/xsFIBxkHAAJPO3kDbuO0EkcDTjuvugk5Ct8r7cEq3HIZQB0wMk\n8A7hxhexu1dtberVt++t1fRK177h7RdGn8N+q3jdv1T8vvR2cMykIBlQckcdOByGPUsoJ2jIwVyP\nlwNOJ0bJU4wSCScsQclm2k5IwrDBQAqwJDbVrkIrvhB0GeoGAMMFbLgknGAqjG5SRxyK04rwqvUE\nDBzgkAkbechQCuCAcEA4PPBoVHRLRaJXaXddr6aNvS2y0SD2ibtd9k3bf3U/XVq3XZ+vXxzoQMkD\nG0NvxjPQqC2BhScZxjA3s2DuazG8eWzyqsCeVPHDMc7SRu5IBIYtnOfutyCXagjDAEnghhnGBwTg\nnGR8vG0ddoBLVdivDkr5gBzgb3blSfmC42FRsxnpgHggZFKVB30+ev8AlvtbXS27SuHtL3at2v1u\n0vJNX9Hpu9jrYmUrgAfMuCxO1QSMgEgnkY2naBglQcclbY27WOOS+SAoUEAoGbcQAQQq4HUBMdiG\n5aO98wqAQAoOVJAIOQeCMFlBJBGzK5ZiThmrTjueSO3z5+7/AAHGSARjgsFVgqjJBIDZE+ykr6PR\nrzvpFvfS3bTXe7WoKpfb+vhSv0vded9TqImBC8kgFsEDL42/KWLfKFbuw+YkZJ2EM2mjKm1RICFw\nQGAJGQCdrgMwVemWUeh+XmuShvACMNwSSoypJBUYOOCVDMfkycfL1woOnBcnoJSScE8E8rnAHAYB\nQQd3bHBQ7QF7OySu99+60u/0er776PRTW7V/8tOuj6a33djqomABwflIUMRyMNnIAwu0E5LZBPzA\nMcHAtIQSO52gbsHDAupIDYJAVWDEAnJKnAAXOBDeZLFXxuG0HIJDbgFPADE5G0E8cDO3O4XIrwFO\nGOUVsk4yehBOMBeAGwAvAOcYwJcG1a+ujV12a32172v+V2pr3W99F2Vvd2vqtdNNdPU2fkGOcnBO\nBgjOQdwP3iST3GQdrFQoU0kgJUKAeck7gMHKg5UspztyGJ+UDA3rjk5wugTs3FcnhTuBzuZfMOGL\nkbiMBcH7oDAEYGu9u4ZJUMMMeVyQctyVGA6/MCSwBABx1XK/Vbt6W6Pvvrvs3qrbFKpHs1e3mtLd\n+nbfrdWatoxhRjADDgFtykEA8Epk4BOQwJA2nOE3HfKgQKCeQBkYQq7EuAcqB0J3Lnjc2eNx4z0u\noyDhic7WK8AHDE545ABBwSMblOCNhFTCaPAO7bjoQSQBuxwCcjACtgkY5BbLDbLT18+1lZNLX8vP\nXyLjUirX89bdLK2i+Wru3oktS00ZH3VJyHJ+ZgT+AGMDaGY5fKjoe7Qi/MeCxUkAjGfmJBAAI256\nLtyx6jhSKxmUsTuUEHox+Y5wuF7Ak5IJAHJCjaBSicKQMDaGK/KVzg8KvJOH3Hao2nPO0A53Kzv9\n121u1bb8OvTbvalFvdd9bdktPvv5vum73xgBeFByCG3DOAdy8jOTG2dqDIXqQoKqEZQQchWyCPmG\n7DgjO0/dAJXaCWOAASTgg10nC7c/LhdxwAFUHK8SZLbsjJIIO3aWYMKPOTBXcVyFORkjLHJZQN2z\nOAxXaqtlS2cFaST7O7atp00dr2vp3ertZdUaJpWs72t5u91fzet1rbbfTRzAbQCvBU4BKghhgcA7\nCvzNyeoV8bSWIqswXLL3IA3MT8quF64ADbt2GyRlTyR8uHNIF4DcjKqVwMZX1HHzA84UMQFAycbo\nnYKw5Py53AgFixUbmYAg8gk5ZlPzDnC5otfpp5ru1e9ndtd/J3bLSvqn2vqvLol6tJuy7bogeNct\nyCScZAGCSuVK5HJOG3AYVVALYVgDTKA53h2H8QxuxgckHccHDAksuMDcNrZxNJJksDkKT6gkrjGc\n5JZgW4OF9CQMVWJOCoIyAuArYPAwuNq4bIKtyVG1Q6kDilv971tfrFa20bdr9ej8y1vpf8b3916e\nb131u3YhkjTACjIIJy4BK7TjPoCuC+AfkHyn5SwFV1RsjgBshmZcI3TICk8AbfnAweANx+XEzu23\nk9AzEnODkgheTgcgHtjk5LLVV5BgKCBhCM5Y7G3HJUAcAggsFDbRtbGRurN2ur9td79Nu34dH3Zr\nGKfW7ei/DffSLSv0s/tXSVWaNHOFHy8l+AVyThSFO5SQuQxOSMsBkbiM+S3y2QBgAbemVxjJJUhj\ngbgM9cIGBbfV+Z8MNpwRuA5wATkAqy7yc4wWLk4+UFjuIpSSDkMcFeQME7sKV3Ek79xUjkgbju28\nFVpKyS6Oy9Nl6942e7XqaRi9Wnu1prqtH71kleye+sVdLZWqPCCCAucfLlep3ZPGGLYwx98ZCgZG\n3Oe1V2LKi4bBHCjHAyBx0B6e2MVps2CP3hBAwTkEYLMSQrbcck5zhTuJK4Yk1WbDEEnOTnKqx55+\n8EkBHphzxgcdBLvZLRvTe1u3XXf8/ueluis119NdpfEtdbPZWvq/yYs5SBjAwGc4AYBjlSRnaGcK\nyqTlQByijqx6a2cpsKkn+HD5YkgDcdxATByxO3O0rtBGefG7PxzZ7Exp84mEhcu2pxmPynACxiIa\ncWMisCRJ52zYdpRshh1Nv4500R/8gi8WXGwSf2zGYVbequ/lHSUdwU3KAJgQWVyxVXir2vazf/Lt\n6rvBprS71mtH5JtJvQ8iFF6arVaPXXVN236N6Ly7O/rVtKSVUM3ytvBVsMGKkKAeGAJXAVlK5C7l\n281vQSlm+QDaTtC7RgArjiPJ2vjqRuJAmZ2BUmvKbTx1pOwE6Net88g3JrcIypZPLBH9iMW2AyRs\nysgdTGwEALK+pH45tmRRDpsowykia7SX5VUkJujs7dlPLElTg5Q7Ekj3ifa1G7ezaXnKnvorN88v\n8n1s928PfTmTa2upX2X93Xo31uvW3r0EjP3ZWIQvlXVsELjnbwgBVlP3WJKhwma0Y7jAzh84kyqD\nfnC/NwXIwSAWbrhjj5hgeQweN1KJt09AdoVZJLiUASmQszMAED/u90W3OTIqvvCqIJdCLxs4IY2l\no4KruBad+T14jkjIyBxty4KkgqAqq+edleLW2zjqrrz8l32abW5n9XfSS1d3bm6b9N7WuvXfVnsU\nUzEbQCFOAeRliwALE5AAOCM4ypfoygmtaG4bOA2APm3Z6ggtuC7iPvAKGOQGOSwXbjxqPxvMquhs\nbAblYJk3hMZ3dVP2kMHIUKTKJA6szYEnl+Xbi8dXKlR5FgFVWGf9KbJ3cbgLluikrhfLjYRjcpcg\nkTm27Q7aXj5XvaXmu3d9bRLDy6uL176dLLVW31v107I9viuTztkyykZOQ+W2jGTgdcEqWIBwd3AO\nNCG6LFUbPDIuBlmKgjzMBdxLNyRyGUBSQGIJ8Wj8b3JXH2axJUITtFz8gCHIw14Q6sHGBuXH3TkZ\nAuxePrhESM6dpsmBORLnUFlbdsMe7/iaBHFvtzEDEjGR285pUYIjjzt/D21bitFbq3Zu1l06bp2M\npYeWr5le6V7vW6W9tbLfrsrPQ90hu3YKDwGXAyMA7sEMylsMSqsSwYk42ruJy2lFdsec46gkgMoG\nwMOm0n7rEguqsACOvHhcXjybMZFpYghnZh/pZ3oScRMFvHwrSRtg/IxVmBfhXS7F40vXP7kwKpyQ\nqI7ImQpVdzSFhtIGRuduRuBPyov3mvuro97rW21n0Wt9E7rZsToNJp37aLZaJbra+61Tej2Pdlue\nQFJ4wOeMgZJByDngqQoYEuCCCSVqxFd4xyQWAYnJXccDAAAHGSACCeecZbnw5PGd8wI/0ddwwCIj\nmPhWDKMsgOBg+arkhiUVlbmWLxfqJcKbpMHY+wQ252sC5JXfEcKSRuJG4kDaCoJIlLq43td6u2ri\ntrXt/m/mlBJvSW6vqulmrrTv56dNUe8xXTAgbiQBjHOeOBxxnIXaQWGSACCo50oLskAq3A3EttJy\n2V4AwSFbkAE5ySThc14FH4x1OMKouI9xx8/2e3JdAzcDMXJUMdzBQGIVQWUbhfh8Zam0agXUfAbB\nW1tRkBizF3WECRiWG0szhcEAlBgJ+0v9jrpzO+lttHpouy16NCVNJJa7J66u/u2Wr06tpaX0atoe\n+pfSq+5sjDNvT5VIOcdMsO/LYO1gMqDgLsQXZPzDLlBH0zxuLMVAYqG7YXcUJwq9CR89Q+NtVR0c\nXMQ5Klns7AgoFCgYFuFI3LhiAzOnLM5eRpNiLxtqYBUTwAsCABZ2CgMVCBsCFA2dihRGQQ2455kz\nDhN2doLRWfNLZpbrl8la70eu+hajbW936bvTZ3au9b7bpPZHv0N02G5xjG0DcNuSDwcg7QxHLcnA\nILDObsV2wzj7vDKeuV+8zhcEHAGSDxjIYctnwSHxpqIVl+0xY3hiFgtvMb7wOx/s4VMrnhGUICoK\nsHYVeTxrqZyxukUkFsm2tNoOcgYW327SGB2D5dm7aMhcxyVLW9xrRWba7WveK+7XfTpalFd2lZdF\nZarvq10fY9x+2sJT84ySdqlgQFYhsNtII4GNuMkkg5JOBbx93fqGK44zySQoIHBGAPUBxu5z44vj\nDUR832mJi53ZNtYyAqoU/ceFth+bBB+bHf5i9TL4i1W4B8uZSC/lho7S1j4fDNllhG91HzFWJ2AZ\nUKcNRGLvdypperdlonpyx0TSV7fLucqdrJv05d20+731e3S+6PaYr4KhA5OzG1ncZb5hkEgksS3z\nK+dwVQuwkEWVvG6AcsZBkkrn58bVIGThsoWI5JD7htAryCPVtZSJZBK/lclmhitpFGGJfDQxkdSA\npBVSN5OUULUi69qxKYeUfIZE3WsZPljDM43RkYVQCZAWXO0MxypMuN7/ALynp5vutNIu6T9e+poo\nSVrwmn5K91o7paLS1767Wu9j1d70jgEAFXwDu4ztIAbG4fKAUwSM7R8oJJmjuWYkhmJBHIyMkBmG\n3hmIdF2nJbgAkk8L43J4h1VSSzSfKBmQxxKoVgASu+Hy2AAwMJggDBOSaki8T3u8ma5jjV2PMsKY\n+UL+7Hk28jqw6hkjADHPQE1TpNq6lCW17NtvRW+z5dH1fQcXZ6qS1W6Ss9EtbpLW90tLa33PZ/tn\nbgY5wRkLuH3thI3ZOSMFcY2lmJYBDe9M/JwpG4hxnqo+WP5skEpwQDjLHlT5Zba7qdxG0lpIJljb\nDiKOCR03kRqvkCFZhkdGKZbbnpUD+ItTi3LKWjIRTiS0ClVMgXdlkLAkjsu7aWAUbiaxUXe14ppp\nNe95N6ct/wDga3Wl9rxSTUJW0d1y6r3et2lrdffe7PV2vWGWZQAylgNrZIPmAEkDkKfn3KGDbSwK\nnJDGun+Y8gYKgepKqfkGckqm0qGUch8Elix8pXxNfAORIrBGZiWhUMAMhsgqh24OGzgggkknG0fx\nVcDKkoW5DFkBO4ggMEDK2COFAVV5bOMsAnCXS2luret4qydk992ttG2umkakb7Sv7urVlo0rb77P\n80uvpJuzkEkkgfXHy45xztIOF3Zz83OGClv2lQoPAICdDkDBL9SenyhxkLjO5SdoNeXt4quCy7vK\n2452q23IO3c2NnUEsCMYAULuVyGjPiacADeGJIOVUYPBGcrlTyTnKkcYXK4CzyTaS5d7rrprHbS+\n+tktunQ0U1fr66K2vbt566ppW1R6g9yuV+Y8HAIHGGY9jknkH5T94uPcmpLOrHC4YsxC5AOduCu5\nTjhV4yoJyCSAACPPR4rZmAxAxwQ6qsnRgMrhZSMZPA+7uBBOzFDeI5sjKq7NyERHJJYF+omLMAQC\nyEruySc7ATLoyT1VtO6tbT521svVs1jO9rO+6a0dvhsnvv8A3XovO6O6km3fMCSpyWYAjBwwG5gS\nMkENyAWXBydpNUnny5bOVO0s23ngbm3EFsEEAZzsY/xBctXJPrcyKoEcZGSwUxXabQAVJM0pSPnP\nGyUlRhwTyarnXZWUsIh5a/eKCTYCFYrvkUk5PLDICZJXlSu6HCXS1rrXm10s9nqv8/NmnOu7flbd\nK3Z9lfXRdNE79e1wp27XU5BJBI3LgAsBtBAUruO47sFmJ2jchrb0bktg4HDbiwwMAErGQSBwSCQT\nXISa+zbgQhA25QOTxg5BBYcnCjARQSTwR0rHxBICcSQgZPDRszfUkSLnJ5Bx0I69TLpye6WjW9nr\n7tuq6ry9OolUSe8mtErdrxt1WlntfVPa92fhxbXgDKWbYBgjKjn5uhOFAyM4HA3eZnaFUDprK6mm\neKGCKSaZyyokUbSM7bVICqrOWJDMQAvygHBAGT3lt4t+Fse8JZeHlVhhT/YF+74GcrGx0xNqyLkE\nDGThSfmYVs6brvwshWKCFdNfzHKKToV5dTSNuKnE1zpk8gzIGQIojRzx5ayEEaLHzcbfVcSmrWTh\neLXXm5dUktOvny3OpYGCcf8Aa6DSsmuZJptx6X67NNpXsmns8DT9H1+8kSK10i+Mp35E0PkBViw2\nzzLsQopJICx53uRjaeDXUL4W8UxOrSWESAbd3/Ex05wDx1VLtyoHOAQMghtwJO71Sy8NaWJRPpun\n6Yk7iOawultbVoLeUbmhuo/7P+yzMDL5cwK3LNIoVobiGMozcRqtv8W9NnnCS/2naq4KS6dp2mmX\nymkXAjtbizXUW2sW4iW5KCOR5JmhAnOEcx9pU5YVKEHZXdWUo7taRd5Rb1Wm6e10+ZdE8uVODnKN\neo22kqKhJWXLfmi1GSve91dWfTZWrLwbrdxDHIdR0azlb5RBPdXImCAsAC1raXULBgpJCuxUbVwu\nSp6yy8CGNM6l4ksLW4c7Ught3mV1OQrJLfXFlLIWcAbltyuS2WLBieB0zUvibP5sVxLd2ijazjUv\nC91fwtsVyqobTw5qKBUBztKxpudAd+xmT1zwdeeMdTtoU1WLTEs7Tzol1CTStQt77UT9slk3PDd3\nOleRH9ldIreS106EFEtmmRrqK+dytjK9OPN9YoqMWr8lnpZbOdJqV32vJbrqFLC0ajcfYVXJqy9o\n37rjbSSjUTjp1klD1vYxJ/BOpxGSW3kWa3jjVjctEv7wlyhijhsjfznagLkiIKm18HIZa5eOC5ku\nZbad7e1mjY70ub0WZVlZEbzBcOpMkZJZYygcLG7lAQGb3m9VZY5befTrGeJ5MpA0YlgkLzh7aS6h\neRpGU7EPliNt8kQ/1QGRwOtaGViuxCmk35L7oY7bSfDGgRW8ckihkW8nt5TcOgY5Rzv8lgzNFOuW\nWHzOcnaTjzSdou3LG1ld6XSfRqXIuzbTiTXy6EeVxjJxXNePxXe6srp62923M0786Ss1j22mznaG\n1bQY/wCF5G1izeMEhm3f6LJO4yAFVgDIMjKqd2LMXh/Xrh5Y7G503UFiz+/stUsJVwOSyrLPBMAq\nlfmeGMZYMxOVzS0vw9rL3G638JW87x/Z5JGutYSWzlIRkVrRobuK1dnObiaGZ7uCNkhR47eB/Im9\nLtPA+nXaCe40TUNI1K7vLq482O/0jUrSy2ybobdbOJUtJLCQPxA+nLIAHhkmVFEh3lmUaL0qQblZ\nNuNOeqSldxVVTsknrrqrOOtzljls60Vem1qvek6sX0WknT9ndyaavvq24pNLjYvC/ifA823ZFRSG\nZrmwQAbQeM3u5gwAO5SVDdcsSI7sGieJFLxgRFgxDKl7YZ6ZBBS5csMnaso+Uglkcdt3UvBAsJLK\n5tPFE9teTRta2a2Xh6V7ido4pIdQKHw+v2ogqkyuws5BEHEV1evJLl9HTfA3iS7TzZ/FV7DG0jNA\nr2+qLctCMRhpbPUbnTri2ZnWRAGUrtCyrJJE6MGs1Shze1pKNmvew1aLT5r2i3G0rW3jK91sraxL\nK224xpTcl2xNGSs+VpvaUbqz5WtrNO7VuTj0rxK4JSEqnyDy2vbOCZkZcBhHPdRvsbG4DbtyBglV\nDUzyddUKWjkwCRkXMexzyoTKzEBhwCoVcEsXJBOPWNN8H6nY3RdvE1/dQiJ1MXkRQyhiqthPtk2p\nQvuITaVjaR9pw6AHPWCztLOCJphLIygLJdXk8CEgBi4dYlto42Qr84jRI3IZgQFfzK/ttRaioUai\ndkuWEoPWzaak23ayt7uz+F7kSyfS7dSm0m5c04zV9OqSW99Oa2+q2PBornV41jEkE2W3OHOxY2Xk\nMXYkL1xghgcjYc7mJ04rzUY48NbklgeTLCylTzgKGx99BglsEoHxgjHtMN9pRmFoL6yjkBAeN7q2\nGRJuBKbpRGwOAGWMBsybWA3qDrS6dpcsipNHDKCHYSG2jlRUA2Alm2xI+5gQFkzIVZwCFysvOoJr\n2mEUb63vNXslb3bJKNtN0tNLkrJ21+7rKVrL7Oj0Su4yfz030fVrxKyvJJ3EczwWnysQ80ziMAHp\niCCc8bjhiuBgZYEgN1McEjtIIdQtrx0wpWxtdYuAHVgOHGmiN1LBgCJM8gKwXaU79NG0NGQrawsi\nsQrqk0XG1QDgSfMAMYyX+UMxXBLLfSK1iUJZMLaWMgq+GuHWOQkuEMkxCebltzjhAXJQO2+sp5pT\nnK9OnVg72s7cqenRxnNK29nzO1m9LOqeVSWk50t03y8znbR3V5xje+jvZdX5crp+i3UzxPcXgt42\nUuvl2d5PPlWMSA20kVmYQ7KSrSvGVUI4SRGD10sfhyyVw8msSLGqszB9OZMsHAaIs158jDna5ST0\nZHIGdZJ0ZmZXOVIzu2qcZAQKWXd8xJOSc5XJyPlNa4Mk4RUhsp4wC+LuRN5zlcCMWM8YAVQGCkOg\nUkFcGsVj6k5L944RVtnT0++Hp13Sas9t1l1OEfgjN6Ped+it/ESjdq6jbayu7XJbTTbJgkltJHMn\nyr5sgEvmBVycgyLEr5Ax5JUFTkMoZ1O3Eklsoj3oqhw8YSCFfM2sWMYYB94DFSCsjEHLZJZmfnYd\nQ1iNJfK06xCKSkSx30gZomUOJAvkuHU4LZeWBxnYSpyKnt9T1xnP2rT7JY8rkC4kyCoGZEUxS7ld\nQWETuvKqWl5DK3iamt5wa3XNUpuTaa6Xtdtve3lbS8rDU9EqU07JO1OaSvZa6O/la9k23dPTrY3m\nCthyTheBKCVAYbSUOAFV8nAiVWUDcAyjdS8+FDIG2lA7h0JM6qwY7DiVnb5cA4LIqcgg8YotPOcb\nWIACBmK52szEuFbd3O5mGE9A2zbmKWJ33kzMx5KYjDEjcGJMhJ3AsACuCCQQSD0UcTFrWSWu0brp\nF32ku9rv5XNZYVq9qbe72utfVpy9Nd27a3Hy6laxM7rCxeR1UFwWVWUxhQQXQBVwY843KmAS0eEN\nH+0ImG7IUIz7V+Zg2CMEhWdH7sd+0fIxBcFVcaO1G8TyqXxtz8iyKxK7RhnVdwwM/LuyDgE5Ag+z\n2m8BDI20MwMjRpHlCyqVkDOQSfujyVy3y/MCK2ji4dp9GpW0duWy19Nvnc53hJJ3ag5NvR2vtF2d\nk3e67/iLJq25AgELEOGWVIWiO1iCqGOOS1jfaQ27zBMCMKqrly43iK8vCsFwLZVIwZLceSWJYJve\nBre5tyyRhUjMFvFIQi5cYLVCVt1UbbIPkY803kZRgEJKANDGBnGGDOOOQpABqst1bmJMpAGV+Nsq\nq+5sBVKlsMoPSTyQoLNubADVaxEHey22bcE/s6p3uk9PV62vqH1SfupOydrtc6TStbmutbRk0nuk\n5apOy1JLRRlzqkOWJdozbeVJuJ2vH5b+Q+1MYVQFRQGx5SqGqk0t5EpWFrZdp2FlluFdl2tkO3nS\nW+WUujGF2HAKOjkk5006nKuqSIhKBigRg6/e5XAyCUVQxI3HbyQM0JLrBJUOjg52YCvlB8v7wFgx\nXJVRsTACBlK/I9qtpaU7q6Wi00steVK9tNHpolZ7EvCxXwxSl1abdmmr2vffZJa2v8t2GW9naSOR\nIURCT5iRpO7BWfEaPHLA/P8ArG85o22pyS6gMOWSRY5fI3OzMds80aRqrEbHjntJMzyE7UWKQ5Ib\nO3YTWTDqU8IKKu8k5+ZpEwFQllwJACFUAKwVSAp3qchxbivVuvNj2OGTa4GTIGdWHG2VXAC45+ds\nrgq3yBjDr2b25ejTtu1r1kmtHZ321W5tHCxaVubmTl8Svq2tE2uz1aTertrZt8jy+bIkF5FIqjkS\nxzIZAGUebGsUc6FVG472lAJxFtBOw1vOuSqyWzwXLFiCYpNnlEFtySDCSx8AgrIBIQ+QvQtQlufL\nlZFKA5BJEcSuodiDgBN+GBPmDJ2kq20dA5r44DPKmRncgVZVjXkYD7nkYHHzDywoZgCXxtq/b25U\nnd7Wd9mtL2S36a6eXRfVb6PSzWvvaNJWstU+VXTTTs0ui9239s1ZFBT7WVxM6ZLlUxkScSIHAAVe\ncBXIO1mYKA1NY1D70lw4QqMMxRlVt2cPIhdgx5JSQA5Q8blYVmNe2gjEZA3KSdsbS5yM5O2QBC7D\nd/rEcKCRF8isKptPYMAEadWUsSsrM6HJfCsXmDtgYYBPLJdgN2wLGWq0G7uLV7Xagm3tZvWX4dei\nujL6q1ZKpfy53/d3bStbVtXvZ7bs321kkiSafezAYVFI5XcA4UwGMRsqqWhDAuwLMEZjln9q255b\nUBE3IMfkQnaQcYz5Zz0z+PQdKzBJZuqh3dWAVV+VjlSG2gKzSptbIB+RnBUEuhVGFJjArMEmfaCd\nuHkwATnA/djgdBxWUq1JW1lFpLZLZcrts9L7eV1o00N4eokrpNafalfo73uns+7+drH5YWXhTxhr\n07Qa7rF9p2krdO6RanrLa9OIwkot5Y0trhLa5njDrBJMz6cAjvPFCGMtu3sfhHwnY6bNcG/m0rxF\nBPCEWHUNEQywywxxxK8F7eahfzCMW8LK0GYokJjdECQIhzraWaZCFiQujhVxJtPJchhERI5G4Asx\nUoWyDtB2108JkjRTuJRo2yY3jBG3jDPEpIw20rgsrfJtIK/u/HqYmrKPJzRhCySjTil1X2ndpu12\n+Ztt6dbfS0qEItTUZVJ3TUqkneytpZe7yu7XwpNO7tZX9Vt9RYtgMrcCMNJI0joqplEyVDEsqqqf\nNjAA2KFGeghvZAAI3hlRTIpDNhSH2b8K7I2GDxkyCJSwiYqrCKRk8ijuIQIAjyF/LhDyzO0kJ27l\nGEktISiRoIo9rSOC8LNHIVaJF2Lea6adybpmVU4Cp5Kv8rHId8ShSAFVGj+cbVcYIxwKmr2cm9/i\nW12unndfrrc63NveFrJJ2krb935W31t80vUba63uELGUI4YMrtltrcAq8YDvl1yqrG+BnKjeRpJc\nCNJA7FRwobaUdQxYMNspVtwZg8gYgSFeFBXbXkonvE8pk81FGTvJTv8ALI5V28tXTOQU2su1T+7b\nLi/G88kyySySMdxJMCxxKWdsFUeS3kj5KsGxGxKkpuVgSt8tuias7X26a+iXWyenRWSnme6T8uqe\nqu/PXT56Wtr62t5BHGzk4hcuDK5UndtRjnYMO+WyQdr+yn7tyC9trhJZEfdEpRN/mAqPOA2E7QXA\nLJgMcbgAu1SVx5608cyQRt5cSRokMkcMry5Kp5bzvA0UUImkVC0rq+WJULsIZhrLL5JjSCXy2SKN\n/MjaTfI2FbySPIMYKN5crQyZgLRMRNlyRPKtbcybaTbuorRLo202uy0uvMevWO1npa70W17JWa1S\n6ba2v2kd3bjGfOYgDIJcNGoJBDFvmUqc4RkBJwG+YHC3MOnahA9teRQXFuTudLqCCZAAw2nF1FIg\nkywKPseQEkIGPD8rayzTSEG4YecV82aXfGx3K2XMzx3bsBJlj5QSRo1O0ocRNdtojvbZKXCvNiYS\nPHEAD5mCbkgtyshUABmIyAWCmhfu2vefNFJxfXdXd9UtbpX6vS7M5JyVnFq+m6Sd+VNW2ad3fZ2T\nWq3h8M+D9N8L3kl7o+paxPut7yBYdQu47mxX7ZbtBLOlnDaW9tJceTJItu7IzW8zLcQql3bWstv2\nwumbfG99eHzlKn7OIYxtGDku8c0u+MENkSpIpXcxbYUHLx3BcKXvZIY8mNWjUsXIQNFHulaLG9WC\n7QcIHZ13/wCrXViw6HypEjOTuRpfJRFbZtYNK5RmG1+BcNJt+cgJGXl0lUnKXNOTlPa70e6t0T7t\nWv6GSp04RUIRtFbKNrPa6XvPysm7WXVaEix3SMs+mapqELKmFjv57q/tysYRS0qTXkLs/wAq/Msq\nqcjIZ2cPFOfEbNIl+bO5hk2xnzPtMEgCkbmFteLqkKAOznylZUBJcjdIxN5bppd0YtrZ5X2yPJAr\nIIR8zFYoEkjgCt5irKVgciOMNEYlDPI+S+G92t2fZHIqx5ggidwXwJGRbhirKxUHaku0MG3EoFFq\nvNfFGEunvJXsuW3v6Sdrqz5vwSMXQg7JOcetoyai9tFFuUdVfps1Zu923TdPtbSYSRWLLJ94SPFp\n7RBjuV0RhGrl8McsoQFcqmwElukNw6DeZWQ/wEh9zEucHklBkowIDNhg6KCMVkRz25jCxTl5yu6S\nMyQWkYBJV0825YB2ICZk2MMlvlXy43mY5cNuEFuUd9kRa6WWImMI8wWaK5jYqwGxtxLlXfYsLhCp\nOpKb5pO7Stq7pJJLq9N736q7SJjTpxiorZtaJqP8uisoq7v8XZ6tbHQJcOMMTubG7CB8l9oLFs7i\nQMsXbB3DAB2jFSC5RHVZHijLojrnIwGIOXUoxxx8rbiCkhLBd645fzoygclIn3kKgkfALgqI1dpJ\nMqu0FC0m5gCju5KyBFgvDdJbvDO7sI2jBhlaSRGi81cKEwAE3t935UViCRHw0+rla13rdXeiffRe\njun2HaLtaN22utuqSvZ36621720Z2Uc6SBljuTIypgKgZ8gDHykJGnPzuo3KxUMQC3BmjmIZcy7Q\nFY7Zdm8uGCkGPzHdwhORuMaEBiYywVTWvtLfSJY0muBKyrE00VvO8pjlO0tbidbN7aWSND5QuYWm\ntpDue1M8AR3oLNbxHzoJPsjwMZIneZ3nZxIsiKziCJi6bA6SIqKCFDICQ1QpXXuu6vpK17aJLp0t\nfS9urWiHyJNXVnaN15PVp9V1VrrW1mdDFeIHaKWWQFPNAIiiTcuSUIZ5YxGrNjAO4kMQYzgEyNeI\nTIiq8uwhFlUs8MmFkyyq6wSYdwCqll3/AMIQBQMgzTu6XexLqKVJAkdxqOy4cRyLlbqTfauzKDGq\n+XDGJETfEGMUpWUWt1DFHqFvZzT2TAM0Ud0J/KImmEVtfGHZJC0ggeRW2RmaL5orhXLCKk9nzO9r\nbxs5X2V2ntdK9l0u2KzSaSV7u9rysvdv5Ozsm7O7TtbrdluNRkRmcusartLxwEAMykgsdsfGYzt3\nAIAFZciR98UxmclmCoYyFKXTuWPydEYqNoLI4fkBS4iJXAeqIu45JIGeaSNoFCmUk+YgiY+SA6Kr\ngxbVSNpGdoYVjCOdiRDQgUXcEgNsbuNSVS4hZzNDcYeRSyx4aRGiSZmWRFQJHJMsqszmSlNwtsmv\nydtdbJ77/cl1h0+d3fNJaaXaaaSael38lfXq1vI0qyRMWQwCMrA8jCV7fMhJ3NmOVIyERgEST96o\nVUiHJpHkaC12+XGSjMFGYxJLEyRyJMImjAEeMFHYMCpYKoAcBkvlRMRbyqF2uzyBnW4KZkGJ0nlC\nLM0aszRxzSwSRqI2cyPIVqrJIkpR7iS0jB80Ft6cqoMIU2a7g7oQ6uqosiBXwdyChVdN01bmtK99\nEui2327aaaFOir6bpWurK11s22lfRdnrvuikJ43VwzFp/LURsuQyN2wkMsIIXZ90KDuVsrn5Rnfa\niInEkaMoSNW2SPETuYsWaHEDyfKhy7NIoYpgqu3GtNDbzrErXCzNcNENjMEdSA0O+aeaK3SPJCyN\nkGIxuDNdFg8kedeae8CIkq+WrsR8+8BSn3i2ER1KrIZdoDBlZN5bIU7Rrxe9220km3ptotYvr2Su\n302y+rySdlG6SXZ62fZ6X3bu7aLe7y2uDvgl86S3kUyDAEzk7gAWyCVbBQlf3gBdgoVsMod9plu2\nY+aAqIzq0yRI0rFdzbdqocu+HVWZCHOxAV2gsgigjWZd94xkBZg9zcNC53MxfyTMka5iJQjy5Xwz\nkYZnZbAW2Ywo5jUMWGTmAKxTh/MDvwudocrjaM5yrNWrxEdlfaydo3Wt9Lp6Xeib0V79UhYeW7Vm\n1G9pS1tZX1smur73XxOww3DwqpliUwhiFd8LkgKTn98zBhuWRV3ru5wCN6iut6quZoJQ2GZsALvT\ncF++GO/G5MqFRsDGCGG4I+WyokOzOFEv3XAAGScZAJ24DBUxkE5IzVjt9NiBw1rGzIihYLd49pY7\n9uVQKQF+XdHM3mZEgDMXWNfWI63T1fS1raatS6ve6Xfezvf1d7JrZPrve6fXulrb1TLkt6ZWLeYA\n4B3idUZmbIVfnJx8meFUhRsPBYkCi940ZO6QK+BhkUKAxDZAZFICl9xVRtALYYbxsZZLSZoxLBcG\nWDds3BW2BgFkYsspK8jnLjlVcEEoyHNEVww8vAYMQy4iQSSb3VVMUZZHmzISwCHICEBcjFXGvHS0\nlZ3STumvK7Set9nd20M/YyUm+V6X1Vmm2lo1fe7Sb2T15TWW+Mm1Q7llVgoGJM9sKSz5UZBAxGGB\nBCEqd0MxcRn9/k4JK7S4c8MTckMBtJABwEUYDZBJrN8qWPMiI6lcoEe3wQVJ5GJvNMaMSZMklRhM\nNtCmvLLNA4Sc3MLsQ7CSEhhlQwLIoyuFBVQGO7gNglqFXV04u+z5bW27Jq19X6PRNh7FtPmi1qld\nW6pdnopPforbaWeot0rJuC+X8gwQ4YSKxIIJ4TIOXKnhiBuPBFVvtzkkq6qCScEJnJJLE4VeS2Se\nAcnnmswXbScB0CszriR22BcAAb26ZxsxjfvLIAJNrlCspJJjmz0+UzOpxwCrJEVZSBlSCcgjLMeT\nMqyWrV1dWi1dx1823ol8u6bVo9g2klJK1ldPR/D2e3bXXld0fJ9pFu2yMu7LNGimJiNwYFpPKVkD\nhC4xG/zkMApkjQmtqAMmIoJHhDBt+2WVI+eSrHziVQ5ZFARR+8A3NgMWR61bLJ5AtrBDkbhdyRTf\ncVyCJA8YKRby5yvmFh5YldnWOtnT9bv5MRfY44rabaks9nEEkYTSZZAFaRZiRC7CAyRglFUYCEDy\nHOpa9rJpO0mr2bWt3pbsrPVrpe/tJR6K+1rLZWi9HporrV/53mtLWRlVfNk3hyGQTNuUqApYKqFk\nK7SWlZlUKp+YMrO2zDpF3M8URBV2UCGLZKXY5ABZIVPmF2P7t8FnEm6KQoc00XcwgkhvYb1JWTcj\nyTpaxKAijabJISsqCVgibDH5jMrENvKDX0m8nDvHBfW1pNsx5f8AaH2YsQQJGeN1lVmIc5LSRDJY\ndSEaOeaT1TSWmzT1Wia6PS+l/JXKuttV9/kv16adR8VpGhFtc27W0r4VZneZfKYPgvOjQGaVjnGV\n8sKVIEcnGNaHS0WdYY7m2uRsUt5c0UakOwJVJLjyQJRkKjhXIlHlqSwIfJSewuZRIbyVdpXzlQNe\nlmLb2lUpHHHsVQci5eOR871ZiSosw31gH3WpursEpshe2+zQl/M4V3Vwz+ZGHY+TMXjQ7yS64kSd\nTrdJ6uy06dXfTW/RJdU9WNqPL6WXfp2X9dL9N+GxMzp5FsFjSMCUrdwSSsUG6ZzJlhBmIMFR4mRS\njSIXEbLVldOnUI7Rske7OMSAuGBGMsF3HbtZS2QhYM2eCk1vqelRweSbGOfUbh1W2l8ySFbZ9xVg\nfOjb7TKVkCLGriNE/eeXK6xqtq1sr66WSNmtljlkLSQreRK0chJUtLGsgECrtVVkuIhiQqkalyGq\nVOUbJysltey06tO/e+3LqvRhdPzat+Nnpdb6rz16XGQQXloVkglktwEOHimkibcNxDpsUBMbmAJw\nyK58zGQa3raz1C9imlkuLq9lXM0skjTSyEMxAYmSSSUqzAMJGwyl8bgxYStGipCqPO8PlNEU2CdW\nJYLsaRWiWFg0ZZiA6YyXZSrbtsEt1pkIBhvwGQgtGqTEKwWUR7yi4Blw4VF3blU4B6FOo3azblpd\npOT3W7SaTVmla13a3dzZa2Vno72Wr0S07ba27rTZzi3uInYKZCx3O2VAl53FmwVLqw2sMbMqqKMq\nijFktcmJY5JpmSIuI7drhikYJLSLj5olBLMz7VUFnYsobOc2K9+zyRZcSNcsywyW86PKTu4Il3bV\nlUuDsaRBtCo4JJBsXF1BHlZ5NQnlDqojghKgbdoIumLIPNLD5RGwAEqMzCMB6cZSulddNrPRtLTf\nTpfza0d7xK2ultXqrbK1k3fZJPRd9NDTQTuPl+Tyt6qZTyC0XzYZ5ihYF2IUNuU/MFXKga9pau0Q\nkSLfdghlg+wrJG8KfvpLgl4JoiIkiAkRgmEPmF3Uzqecs9UsHLo1tK8oQMgiJe4hAxIRMIXMbp8z\nBEkaNlZkH2hFQQtvRahbRMz2emS+VBarJK92wBRQ7Rmd/NMQjRjgMH8tVAQbmUtipTaslFLVWbXo\nm7uXV3631drkNLW6bS7K937r0t1St2t23aj3TBzuVInAdwWtrdcF2IYKqREI3JRSoY7lJDY2gTxW\n995jILeeWSZJxGIxcQxZ2kBZAsMQkfJQllnEbEK21w7qk1prl5dmWK2NizNligMoaJxIwVPNKwwr\nMMMrTSzbIXbMzJmInTs9Wt4zcW+p3Vzd5cpHHaqsxiliZFDp5LLG0IYiJts8QLKJGaRHCyHtJRve\nKbvqlppo7276bX1Wi1szOSStq+j20d7X1Wvf7PRaPYjs9Iub2W4iuYoUYxOY2KG6SIReaJhLHazr\nO0YjhSRrmISrb2+yJ45Nkix14w9s3kw2mmXLBNqXEU2o26qV+QzRx3FxaAyLJsCK0ar8gZoVQBzb\nOoqbgS2E80UauwxL5ltLJ+5jQkus9wzSEJvdJJvKBLMY1LSKdSSyjfBvZG3FFJZMK6qHYNl0hjOC\noZVDZChsOrEAoe2atr7r5bRSfZaaWdm/lu2mOME7NOzTtdvm00s7O6v3e++uiRkzLqkCWouhNAly\nPMiEklwAUfKJIjBmiKTeXHFG4yzBA+SgQ1Jpbx27uNRsBfW8rFHtTNJBPHKPPWJ/OQORbCRhLPAz\neVceVhiGVJY5po9OKHyrgrIQGJnljlh/dphR5McEk8TFoh5lw3zOWEkhyru1O2ZpFkZbhGhhGxm8\nx1VWaIbuI45HOZQyxBEIYwqdkSkZ0VW8bNWWidrxbbas9Hdbet0tU7IXKrpJP5O6TsrbKzTtftq1\nflNu5fSrl4lcaxbW24RQCM+fbRqGlMjwxXNzvCecCDEhVlVnaUiSJvO0LbSopYnltdUs5XSPebOe\nEx3KL5TSIyq9tHEJVLb3jtbmR35LLIpjBhm0xoIbS586Il4o2O1UdnQxxbhPE7xyoSeWdN8gUI/y\n7BlkdzcSyhIrZIGaZUiNmLqAyTblMJjJkaVpHkYGILI8jcgNylQql7NSbs3o7NJ6N7q7urvR9L6J\naVy2s2tV63d+W2qXbqla+vchnstoXMynARSRcPNEG/duQyBZCAHK/Lwc7hz1qZIy+4Q3iRhYzmEZ\njJB8wKEkXHmlUZgWfyyqMY1eV3NPivZo5nineSeBZSEIkW4mZBNjzGilBeOMs8iIA0EjOyh4o3fy\n2qXt9pErbrQkxoTC8S28x3D92Hk2iLKuXRpEAkCAg+XgEYfPJvdu+raUX02a5Xbyu776pbqKj2UX\nble2ukdd73vvdXbWupYuItQhdJnmWbe+9ZpZWmjaLOIjJDMgZ9ygNF+6DszKxBAxR9vkeZroabYS\nyxMiSoi3MI3AgKzQxTrboZfmjKxIkeDuEKPgmlLcWQBitZWiLAs1xK0gdo85VJSkcoMe90Mu6JRG\nqRuXR4iCyIvdLNJttoyh+a9MrlXkAkIOWdLOEOzAsksauACYxG42vSa0UrL1XLdSs7Kz636XtdWX\nR1ZXvZrbq7Oyjq9E9LLfVaq9nK2jFY2N3Hh1eznk2tFJ5itA0Yk8qRBHcJHFGol+/dPfNEigBg+X\nkbJvLVLSSWOINKYtoEwMRfdt3s6y2eoSRBFYlS6tKTuVVYMW2Qi8iLOb1pTP5nyyW4DKyM0sksks\nzrco543YRfnjyq71YlYoI4rkp9mlK3I3GKMIBuSJd+ZHAhliL5CB/LRC4AEiIwIqLs37zSjbTVx6\nK6d27Pq2rJ63GndK7u9+m6ab1XZu/wCC0sirdXBuYgHuBI0KlVedGeRjueRh5xMjY3O7lWZYyzFg\nDI7E58/2+JBDC8UkZYlJYfNiZpGCsVEr23mmRCwjZVUQtkBSR87XpZ3VktwttdSSbZA8AeR3/dNh\nFKGIqVZsTxEM6GPZjAYGlKhZ8TQOjlm3W/lyRyhDhhIXaF0HmKXUcyFCrEIVGGfMraNdbbPS6enT\nR310T07Kwtbendvqnq+rtpuvmmZNw9zDIjX1qIGmAkjZITDBMhOC4SGGNXjPbymGGLqH9K8l9axy\nLII8BFDSRNveKThnYHbJFcxqEPlmF5pm3BQ8xUqK0lkVJlkjaaOVHAR45nRkZR+7AKqGXiMPtXYN\nyElyGLCrLG0iP5828SRp87uryOVCqg3SbpUX5sPueNCCy/fQBnzK/vW16X9OnWyu+r+5WaXX729+\nm/ZdNt/PV04pFu0DI53bflSOULhQ7s26KZ8yKEDKPJByVwPmDFrT2LTW0CWc7ySRK8d3Fc2uxo5J\nZ1jjklu3gSKOB0ktkjM1wpSUzopVJEaq7WpRQqJJG5RW3KmAFw2CMMwbKMyhsIMFEChnbdJZ3Mlm\nwlVyky280CmOOIRFJh5RjuUlgmS4R0Mhl3xb2zwwCrsHK6913e6vstLJNpbO+6t/m+XW9tltfyWu\njbvra6d97aFK7tLtHEv2Tyh5wHlPcqGkIYxloIZfLmlQOrxy7TcBnkUZQKBWNc3fkFo1dnQ9URWA\nxtbKSK6qrMAy4IYIWDpl8h26C5lsZ8SPp8CPGFKvBPexyElAHTExulVmChxIDE0fLBMMVjhZ7UyS\nZudShDI21fMjvJV2q8aEyPLa7sZA+baY0Kqy/NtalK1tNNNdNdlolzO687W+VxNaK3dddtU9btfr\nbXzOJutbit2Mj3NvbowaR7iW4WAhQAWEj5jjfccYYDnB3yrtHmXLfUIpoY5VvtKIYHBkuLZHbBK7\nmUWzjLEbs73LZ3FmJJOnc2aXSRxzXGmX0LbVS2v9PZ2dATKC4ggfzgMlinmyoDsBLKIyuL/whvh+\nUl/sHhUbmbIGmBBlWKkhP7O+UEgkDjAI4HQa+0ppauUHdbRUlbTT3uVp6X31S6PUwlCTfuqLWl/e\nlFp+TjF3ik29Xfq+jPmu21U2qhLDTorEqoT975Mm7JMZGGt1EhwHxI8rOdm2Rg2WrYtLrX72RppR\nOyP5rNJDEkIjQNsiGFjjhfcQII1aUpIHVTEwj2V01tp9xCryLcfu54Qkoku9OWOeCSXzZo7m3Nwt\nxcAzJbXKNdF3iMQMqO6weVchha3kKw3MRPlyqlvHc2yxkxx7EmtxZXUCwSRyNHJCpLy7oyWEqzSw\nv5ft4u9oRbaV7ty7aaptXts3bdnco677dLabJbel1/wFrz9tpN9cbUkkuXRlk3h5mM8mQF3GCOEL\nEPMeIiGR3kTeBHsXah6Kz0h0EgkkllVCYmkW0S3VXZcsm+SzfbHgtHj5WBT90TjZH0hFpcraxNdL\nFusrmVorqa91KSS/ZXjeLy0soVgl1ILBHEIrif7OEVprnzAsUdoWUtxFCk5trcbPLt2ZLeNrmJGc\nPF512iEeUGwsbOhBRGTypN32hOvO+jSW1tN7q9m1d3t6dt7p8rW/XVN31fu632Xmr9N+hBpmm6Xf\nSJFL5MTtDLIJ7m5GmWXnI0ZESy+cjySsqvCuLOaVwTHGrsEkTYk8K3drKJLrTrxLeSFmjj2XCqjA\nyBGkmhRpHQBGcqsIeQMREqhQxo+UuFigke7CRDaPON0LWKJ5ZZNixNKRFBvmlVWdQoedmkLt+607\nq2vt8sF3pcGkyI1rGFa2f7RE4jaTZHbXKSXf2q5cxyK3+jBvIWHiGTCQ6s7u0rLs3d20Wl2knr0T\n772sNWS0vp5a2S1ab/XqnZaE1hZ292y2qo+nRyS20d1JcQ2i20CtLIlyXlnKjasjWSwxXF0qh/Ne\nXDxwyV1tvHYWaQwi81qUKgWCC3h0y6hmVFWFGQ2F2JYDKnBRXnnaKOTdE5jZG4+PSgcCeS4WQRZc\nXUUFtEwL5j8rdE/lyTsDCGkyrbwHljQIqbMUEluqxJfbE2Iz2puIbyG3YTQ+dNHFIiWouNjCZsqx\nZRLE7EiQCZTbtrfVaK70t00b2tuuvS4JWW1tPW23nt3d9WttTVuZIEmt2EEZjaJ0iuJrkQKiqsqx\nTedLFJJNE0gRZVlZIjcfaYty28JuWoIXa4gaaKOO2nEsgeTTLOEFIzJsEUlxewKhLYM7pdwHyzvy\n0LNvXyI1sGOnrHaIiyF3k+1S6gfI2SowWC4n05IbpZJliAUvHFa3JkVCtoLjQtLhonRGt7vVZSry\nQPbmSNLe5U+WZ5YrqN0uVjjjCC2VEgdpAyTEIkCLmtolov5u+n8zdvXrq7bE8rfXRpdXe62enXRb\nP5tb6Ftpj6pYQywvEJVQPPMv2aKG32tgz+bdbQUUNBst0jaW4neRfNQRQ3LPu9N0y2ihW61CC9um\nwiJHFc28jybEguIWlt4rWKXeFwoSUxyx+c81yXZjPVltdRDmVpLqNLc3B8+4eG2cw74vJDfYJLpr\nVVfzGkiaQpK5d8SzSKBuNrh01rpJrb7dfSvs1K7GsrdJcoJDcPLES5wwlW3ltpJN8bXMCXn2ZzEH\ngSqS6XtfTltZXt9rXS9vhs+/clxTWqvs23d6X10dtknu+3dIyUisUntRPax3cULBmFrFcDyYMyLJ\nHNJPcNNMgVJZIltZ2WCJB+7iCyrF2sEd9qcsMOn6faNZu0UcMl6YbRQmGedJGa4gmjQSI0qGYCaT\ni4SIs0Yj5S38RPJOLg6bGkzRyIfsV0bK43y2xiti06QSxCC3miilkjiFuklugiE1nM0dytnT5b7z\n1jkvn0u0uprZJmvL+4WwjgkaEPLdW2nvNqG23U+fOtvDd3kgBe1jeRIYYxydkpaS1tduS3V9E/TZ\nvZarqkr6We3p1V7PW76a7O90jp5tMIjuYbaWNnihKyRwBrqKzMLwyXEMQs2XzIoXaOZJZo7lVkQy\n3CQbFkm5610TUAs06PcSbJgJlawaNQzIgjhleXzSzPI9uXMNtK8DT28YjbzIfNdaDUYZYYBdpZgT\nSFrye0kENqIpJIX2SW1vNNcmZERfOEDsioxWQRXNwz9AfF9yzRxXs8kohjt7eC6Qi7miXTLWS1tE\ntd0ZjS3gtpEtLa3SP7HBHHaeX5E9vbXSHPNbNPq27fN+iXRaqyvpa65Vpe97/fbl73Wnd7rZ63WZ\np/n28ayNLAbmNgrxQWha4jUqyKWeKK1+ywJGylpS8cSQ7jO8bLE1MW4uJ5HacuyBTJHBLAyBWYGV\nD9pklR2CEHypN7x75JIvMyuG3ba+s5plvLjUr2yvWDbblbb7ZMtw0cc8aowW3tktG81IHhWRvs0W\n4oJo45bSVqXdjZzRwXP2a7huLmPzjdQwTzQ26hVLLJ9psFibfLNLFBc3So8sAW4lijI3Pmd9L3Vt\nrrts2rO2mz2b20BRSsn5Wtr0jZW37vXys2c9Zzq7PLb2STB44VjjRpPP3Owt4ywRwkhadyiqg80S\nM8W1GVkWxDcXlwhaC0lCq4XfGt15SKEaYsStmq9cySebKD5ZkJR/IYJptLYXLW0se1ZhAxvkeFLf\nT44o7yYQ7cXEG1Cv2FhLcfY2+0yMGt8+TLPnxvp4KkK0szRTI0sSrFbgxJsEiB5ElnUt5bJ5jpvU\nuHSUlnjcZtr4Wr23u1ol56q6unbqrJWuk4t3Svtp36O+ietnZ+fZavU0/VNTizJ5Mk1tbzRTNI4k\naRS7KpbOLcNMN7YVGkkUxO4iXy3NbF3cade4Juby0uImZjAZNsMMbpHuMHmSo8ZChFMMMbFdqLGo\nBVY6Nrb2sjv9nu445obAC5ACXAupJryAS2Ty2ouftJ2yibcY2VvLukEFxtw0UTTWzKi7JZHmgL7Z\nJ3WFYVRxulkwFd3dXnU3DQCRRI6yBUyudN3WjtZK9lulrfdPfZv11Q1F6JtXsvXp08uztbppdkqa\nLCIWlE7SJtRCzQ3EnyZBckFJHYgDH3JleJwQdpUyZE7SLHKtrFGDGxcSKYXjkh3sGXfCFeBAyEbo\n4nCq7gMBjdpNJt8tpNQglmLC2mtrl5VcxqsO2QvJE9oqhklt5ArMwYrvaXKLG6G7EK7JIUgm3PEV\ntEWKWEblYwqmFaTyXMbKZGeWOSNAzB4hm1Ukm9btN2uku3le23l113a5Ol+X777K3drR/hY5ouwj\nCXTsZ5QzJGTKy5Cg42I5bKOQrMiOrEA52MGa1bX1+I2hgae2tomAmCtN9mckGTLbRNHM6IxDldvl\nZy53tIy7J0eaXfdqFks2VhIYIY5nbMjTPCfskSW6jEckz5ndg8fJaTIOb/Zzr5jRSQERu0bwm3db\nxI1iLmSOF1ZgUCKQNjJEpwTGI1Uv2l01a9ul3vaz37aPVPzbaURqL089/m1ro9WtFr0f3RSXYOQC\n0kzGPYZU3RK2GZh9xcMWIDCXcpIbMiMCxbcvuSW3ihtHuZ9oWQwATRSjJIhdSyqGicuZIysZ3yfL\nII1dY3jnaRoZI3824lXEFtbRfvSjkbGhEkOxSREoiWJDvILRRqWlStIZEMjS3TGTfEpUq+YljLQi\nNVZTIoYPIW+dwmyPLBN4B7TVfLrbVWs1peyW+r0stQ5drr1b7O19Htvs9rq6YwwT3Adr6e/c20Zd\nHZTKMhS3kDeznfGQ6OB5pYqrYUs0Q831v4k6To8Ztp9RtvIt7gCRZo475YnAXzlWZYrgWbM6qskC\nMbiOXAe3yVcdxqEH9oWMsVzGEtjGEWWO+lS4jZyUkUCAedIzSAvuaVWWR8NGHALeOyfCvw/c3Uwn\nsb9oXlDSyNfSyRTthSItzSNMW807ki3rMUUK+AxL9eGnh3zvFSqNR5bQpqDXS7UnJK7u38F7+pjW\nVdK1CNOUnu5uSSfXRK7t6rS3oX7X4o+FL+dDcSG0SYrF5avfy+TvTzRPGZLW4RrVj5jqqSCZChSZ\nVeSIy9Ysn2+y8+zmVrDYW86dp7dim6VVm+e1jxuaAMC+1iJAvzHArkdS+HWkpaTwaVD/AGPPhWh8\n22MyMDuRXi+aF3lkEaM8jTOCmSVYmORcjTvCOsaU0rS+LLq7mIEYsvsqRo8aSKcujLcTlSw3O0G3\nGVZQEYOu8pYSUXKjUnCS2p1U6l9rtckZJX78+nXTaaf1qLjGpCnNNfFTtFLyfNNSenRRv2aSZ3hv\nzHE0cDOsUbA7kiLYSMLuWSVIw58xiybVQESyLIzbcu2g95FJDBfxPcW2/Yoe6ErRTz/Kh+yyolyG\nijdfJ2TsHkUpEzyNE1cTcXNrotpPdXkVwkoaGUW5SYFI4pvMnLuhdoIELjLTNK4YIY4Uk2O3LW3x\na8Pz6pDY2B1e4upZsKi2kv2ENGwypF7fy+cI4yj4WBGJ27XIRcQoVaicqdOU1FtuSXu2STbbu1bR\n6td9LmsqlKDjGc4xcmlFN6yd0rLVt631276PT2iGdbhnYxgER/KsZkASRolKkmRny2SRIu7PykgK\npRqJFgb90W2AfLuEhCktG4QY3K5YnLgN5Ur7JAgd/lHKRa2L9/MMX2PLgRyqj2BV0i3RF7UQlZVY\nlGCtHAshAlWQmQtHFdOwlX7FdQyFyImAmAyyoVikZXSMtIQEQvFJKkkplCkwu+zBSadr8j00burJ\nJ2vqn+F/PdaNWV7Lo76vpHor9X1Wv3X6V44iGCPGGceUihImcogkI5VWyuFIVA8gdtiK5I21n7o4\nv3bCRCvBWTy43BPJ3IXyCc5yAA2dyqqkKMxrgxKqLCbeZ3gDrGhMJkVFiK+e1yZM7HaR0Zxkl96q\nVDVTaKeJmSSeUOrNvVZ2VVYsSRhYiuQTglSVJBI4Iq1V5d5aaWvbyfTRbbb79yGvK92unp0su/yv\npdHmi6V9lRZHurFpDECIWNt9oGMsxYNJMcEiQ+Wh8zKxqxRDJHW5Hp892XFrEgjk86R440tFghSY\nBY4rVry8eVlQIiLK86ytEY9+JGcy7cdlJmNbi8+1PH5TiIQSKF2sTIHilMrFJYl88zG2llkS2VVZ\nSygbEWmku0cOm3LrvlI8yY2yOyRl3ytvvb90RgypGPLdyVKkMD5ftNL6a9W0lbmWlpON2umr19bn\nWo3Xa3K0k77+l7elnbS2yMq20aa2jLPMturhftL/AGJDc7w2SVmxNFAdmVY2roksZBlLxnAaLHTw\nGkeCRnyEg81LaKIBdoiBmk2GYsCrMrFHAwy7WICba6Ve3UJEjwR+YJUFtDcG4uY40JRwwmhEagYk\nWWOV5JVUySNGIXaYzxeH3VpJohqCJCsav5l1awJHLGtu00jBYpyI4/MZFbarPF+9coodI0prrNar\nZadY63vdtbavVdVu6smk1F+j1XRrzsrddL726W9JaCxeaJTBpoSK5Ei77mSF1njS3liiSB9QRftU\ne2ycCJ47iCWZLoR2wmQNuGhkMk1rcjdcyzB0g2WCSNh/NMkEUqR24MMykCSBISFnME8zR3AWZdDs\no9lxdtKjAqzxlyrTbjIWZY5Io7gxJhmSXZGu7dGxj/ckbmnXmmwSBkEyxOzmJo7S4dDBAIVaMyTt\nPKwBJdtkwXyYmCCOWSGWo5krSTlJq97x93o2rvvfXV6PRILPW7sum17rl6JK/S3W7trscfBp0gVW\nkuIpATLKYYYUmbeqiPMVxFK5kKymQMIswDZmWN1IVNMWUVuNjwsheR3t2uZ5ltts8bJvRAqTm4in\n8loQBtGD58cqja/ZziKa0kNq/msX2HfHHG7lEKhmWUO8Rj3mKRZjFnZlPnMQk5b+zLOIH7RLPIQX\nHk+au7Z5YW43ojB5EjV1yoLPtBiiLv5ySOFXmb5rq2mibcrJPS1rLVvbVbSYmkum6Tu7dUlfXrbp\ney3XksVrb+TKLhpd8c9sZltYNSlYYMpitGnl8mEi4ZBIS7MH+xqLVUkWRHal75KQrZ2cNuEd4y4h\ntZMCBDI7yxLPGpliLEDMcTlGbJ8yQMI2h04qqW6zxRpJ5MjtcQ2vnySK7pKI5YbmRkCIPvW6SIh8\nwS/uWZJoYFjEB2faXlRfJ8+4lSSJU3edG0eHidIWBDFLfy4mXlo28xmttbtNvf3rKzsnqrrT79rL\nyzt8l6v5JW22/q7ZfeLULqyYT20XlRRIYzHp8VvFKrDbEsckW53EmxWEkanne+5ZDICW/wBvZpHB\nkjQKkhLfbCjld4MYAtZnXZ5mzEKy+XGzzI2I0Bjntb29ES3l3I7FYhEqFIV8kjJ2xwKgHnqdkbPH\nJiNdrFgsKyW/7PnPkxkyW8MZiA2ROkcuHO0P5ypJLcIjNuMKlG3sqOSdqyp2VrxbburLRa2Vlu9N\nVePo7WY3+G2tm+l76bWv0XqrMR1KTIsMssknznyXT7OsyZ3Fk+1aeYo0l2ASRrId82UUzO7LV+yL\nSHyY4p4d3lSMYY4ypTzRvLP9mDbI0RleZ4xnCZZ2fzY7EOnw26GOd9TR2MckyTaJBJCzg7tyJJcg\nxNIxiG3Y4k3GVHZiiR3LYWFtanyrma3ULIJI4YbMAKzopim+zq9zbNgkESSKFQF/KSRmzDqaaJy1\n0dmk1fbRJb62W+/N1FquiS/4Z/hd36kN7YQSTlbf7YjE75DOhaIgtIpjlcrHtVDlcrDHLJEjMNh8\nxpCZZYFLKXeRiY1SFHZQoOGZvOcsjhI9iINqvIWRCpDmWG6Pm3Q8u4hTeu8FWub0PFI2H3bpGDMg\n8xgdykIsvmK3kMaiVpoVaSCfzViDxySfZoo41aRWiRZ4JZQAGlGArONnluzOgcFrjOTV7+dte0Vq\n9Vvpu+trWsLTS637W12V30erT89NOiuyXpU5P2uAM+VLCWR2XZGGilbKQwxopXh2kL7mTZbxF1So\nl9ujkj3BjmNRJK5AZFkD+UQ8jLhmihiXzJd0YUcRry0M11dsdkyQOkS/M5hIZVTfJIpVUEWH+6A6\nu4KspZFVxUkF0kpZDFDkoVRniuIUJKBSqJCszyL5zsU/dxNKwdHEbCJDak/5b7PR+jTSaTt6adUt\nbEWV10bsrt3ffR99bLo09L3uaFvPZOX80ZaLKzbUjnEjZVAozMyIHxEh8oAiIfJE0WxRYa4iQxyG\nxDqGUurvtEy/v0ikTyoG8wBQGkt3nJdSJQXh8yOqzNaqEeOylV5EKl50e3TEaCR2RfkDyl9jOvmh\nV81YzuIKq1WsjkCGUnczLFE42T7CTtQqjSkApIizPIyjDoEclhU87l0dtFq7PdXtrfdatu66dS0l\nZWW3y1urvrr3t1vrfU0nvISoQQtBGQNqGZnkkjJLuJHaO2i3vviWXylaOTy2lVYzgOohlUbPtDC3\nmUAun2cbzuy58tvJZkULKoAdQWVoxlXmDPJiuGkmstPeGGUyx3ESWZv0jVjEGMUlxH5lsFjlVomV\njcJIYpVkZysi5phlt2ZpHnRyysgkhdWJwBysgPADOoDyEEyFlmC7RI41Fs7K13q27K6srp6a9L6q\n3cLJfLou/u9HtsvvvdbmijTqWllufnDxGJHW1XY6o7ptke7aSN43jiWPezz+a7k8yyNLC8zFzI5t\nEkL4SOG5m81pDn94FczxgBk8zDDehPGx5gprW5QFlRJZblYo2dldYgC5TJaWFXLBt43sxXIZlk3B\nXNJ5FzJK0rlY8I75/fEhSp2nLIFdQQEXzVlLGJiqh9ysvaLmeqSV76LVvl0te/q+60vsJpdFs112\n1Tej0Xy6X9Hq2Or3tq+yI3DZG6SETrJE6tFFHImxxKJN7LGgZC7Bcqih1Aarc3Et7+/mjdJTtV1U\nopURkKESGLy3VdshODGzxRMxADyu8uRPJMsRKh9w+VWj8qx3qcHy1ZWYlWDYYLhT/q2CqqqaTy3Q\nzEpR8AN5UflTEgFyXWYO6oyxs2AzNlQGBDBS1xknZ2V31662202em7/INL97ta6d4vtbW/zsurOg\nS/ks3dI1gurWUMQLvzXeGIvMhMZW6UxylT5cgLM7kB18sM3m0VltAXFyq+U3liNftJNxC2AwEcOP\nJQKZCjA7zvC7pUIy+NPI2+CRxbxoTK0sZjkkG1j8u8lVbYu59gWV2KrkAc+ZRkvGt1jjj+zzvKjP\nFJEpXyl8xFiV4ZGcqMli7oYQ74RQu/K3o/nrvvt26beX3go7N6aJJLo9Fp5dEtV99joilpNvZpXd\nFQlWLxI/ls2FjTzQMybAHOHd3QuR5iM7EwIv3ksEpaNshgLqOSJkZt3lyQkmGRZFbauyaMGRnLRl\nX3YsNxdKjm4W5berBfmxGcYV2CsyRxOp2hyDMpQY82RHyalxOIkjZZZbjYuxzMZPIACBQCMlyA8j\nkQPsw5yGwrw0XXdfetXp8vVJdeg+yWn+Wmm719Pwvd6qtEXV7VZUaMygyvKXbzWBDkAx5G9y7CNg\nRhhGAke5mUXMSFjNLeSTMkYMzWzSCQMEV3e43sQmxQjSOjgeWiIsIaYzc5PqdzEgYqn39o8qVl2x\nupZnE082xwrzAJGY5XSORAd0cIUVBq0mQzRS7mjkw8YaQlGYjDvBFcPswrAiIRD5I9837tlo2+9L\ne9r2Xnqvz31uPuvTTW3oum3y/I27yGyZmCkSmYbpGlQbGlkLrJGktxboWIi8w7pF2b5BHa5SJJpu\nLbw54esroyx6JpMV2S0itDDHcSE7VUL/AKILe4eYyqSPKnTCgK6NIN77T6oVibrb4iyEEY8pmVih\nIhuoll8lR8ojKMTyAxCYWpcX0eEZb5bgANsjSNggRUSaOZ3Jt1Qly2AN0axrlwm6QPcZyjdKUlF6\nSUZNNrSy0drW79LbK4OKdlKKbXdJ2em11u/JE5aSCZ4v7N8xyoZYrm2u7dMrEwkkaVgkkUcbygl4\n7sJ88bFim4VlXaXVuJLgJAY0HyG1mjlAWVJisEsRkaZEIWSJmklAMbZfDOxkhmYXM0rJFDC8kg+V\nYmSCLcrbp9yech4jwf8AWMSxeVSTGojD38CvH5EVziNh5QVZoYHUSs4t4/NARyrEyFVwrhyUBFCd\ntdOl1Z3dkvO11a1/mvMsl5L/AIZX17WVnt1L1ncNbRre3SrHE6OYPLmYGZo7hFLJGrqxiY7sxiTY\ndrZ3KhAQ6oZGZ1trPYWYJ/xK1lygYqhEiQlWBUAjksM4f5w1IsfnQtNOVt/L8tCIZbOO9UzHMcoj\nli3TogXDlMjeFLyQIi+bAl/dQqsUM90I0GFC2bEerf6qbywSxJKrnaSVJLAkpyXbmldXunZWta26\n7Pfe7sk2RKO279Hd6NemlvKyb7MvWur2QtnkileVQIwwmspI/wB5Ncq6OJ8TwpGYrOWFVcmaS6Cm\nJFijZIrn9smSZvOhTzR+4kiuIY5CkDxW7blXz1BfZGiMTFGTE7iZppiGj463ghuGkgzcyJ5YlVfN\nFvHGpDyhDcGX95Ek8iosSswmmCyIVLK0vSR6fbPbhkIUEyRhIURI5WdY1t1YC4JDyTRmWI7pFab5\nVV5JpHXgvFa23tdtW7Pbpu1ZdGjqhFtb+XWyWmtlrrdN297yW76MX8U0srLHGiSwySy28cUe2Odn\nn2iLzo2jS3E6xFTCEeCJ3iiIbazzW7R3U5jnllSHDuDBAAI5J4JIpZVKodnyyKJyscjfuWKLJK6T\nVm2lvJFI0MTrK/mKp83bG0bpI21lndZOMl2cyBrXym3SK6+W5Zdy3o+WWcO+6GR/MkffIEjkZW82\nQKhi27UMaNGzr5AgEpWMqaK1kmrNJu7au43b6XW2v63b5bLXqr2Wqd7Jvfv1eur3dk+ge1hmkQmd\nXbdGzpdzymGQpcZkyiW4VsPJOIEZovLae48u6Qo8cscbS2klsttdi3MCo6tGZCYcB1eaGLeEGwiS\nUujwurybycKqjm4ri6k8sRIs0bIjANNGjh1jlaRszfZ4xvniKCRIpAHMIIlZo/PnhurxY9wiEvmx\n3CTK8SxxvI7eYLdJxOxlEcKLch0KTGeQwKoGBVNvo7p91F9t9WtF1du/mko7auyt1bS1X4fLtpc6\nJEuws05uJl2NuCZjkMkLn5hu3YKCUYiSOGL920ywlYvKcTm3vBC1xPfO6yEy3MUtsLdpJPPUBlt5\nRGHZpS4d0EhQrIrozp9pl5qO9uYkkilUxlRIGKFoImt/I8/ed8kDP/x7rsXI+0upCzPILfMsepxF\nQ0VtHcDJgkkkAdBvHzqs0WyAqqwybJUdHDPI0XmYSVZb03S+F2UU1Zpd9ddNnq0m90K0uqurWd+Z\nO/KtLpX2W3dWaehuRJl0jtBEYhIBK0EaxuiIpTDTR2wTzDmPzJYrfYwLKHZz5cs0Fm4ZXmgvC21s\nh5AqRgqEUoEjuLd42mEjQrtMixzeV5s2wtVeHUyqxtFZxElXdbkLOwSdnXc8ylo1USy4AeCPYhIa\nV0Odu3DqV2ziD51aQSXSwtMkcduGilmTasksEILeYYpHESLIkLeRGdpSSeZpv0Wt9badfv8AyeyZ\nPLrf02d7bK2uz+enXdMng8hZTHteGRxmMrA0nl+Y5JJkWZigUbfNmaSFiPlSUl98dlHsrdoMqxmk\nCuxkjVshJCrb47WJpHUqJRGwWZ4o4ZTKyQsua76lZwJAkk/mb0fzCbSC0WOQbYgmy3fYEDQApDuz\nM0lwwVHYZeL2zlIhju0CSFT5RElv5jGBSBIZZZo4TGrSGKX9/GhlWMSCR2Rc7p7uXvavfpbd2vsu\nvaSbtcTT6K6slqmrpuL+/a1um2moy8kico8bXAnaJyYZpJigRYmEYhjUGYvFksirMhkSHaWLYRaV\ntBZwKYJ1SOd34nkMnmGQFWjVV8026NFEjxxRktugmmkmlkISW20RHC7R+UtvIUn2ghGEQkdHjO+S\nEvEZXcMPkdY0kRkkceTK6u33UikNFbyzuFTyov3xtowuY3giNxbyokUcaFVZ5PKBjjcCS4SVqTsr\nJtOztq790tU3t3162J7+d+m97fLby9LGa8FoVlV72AQOsbRxJbWllH58nzI/mRRMpQKyszSCXzgQ\nJRIjs4uCwsljWOaa0jKA/KWjHmOdsciF/OlaZ0jXLGVbeLdKzoTK0jtM8YEUjw4CsySzSyTMzq0W\nY/38alY2BnuHM5L3Cu0sBA+1BCajSpklrP8AfpmSRyuWhnkVJooVUeeAWjCMkyI0LMYhJMixoru8\n+jt5aa2t2SXq7u+i90nbXS77t9XG+v4LTt87f9mO8aXI3eZDKXU+WjxIwVEV1khlk3xNuRSSqgOi\nB4pEjWcxfYbyOIwxypau0cCiR3klukjW5QtHE1x5DLOzyyOJVUxjfIoYwyGOpHvY7koI4UiCgtIS\n6zGOdm3SSG6h2XEroGTbJG8aojtGU8wxClMzNLGzIURonC/ZVQL5cgQRNMJt005V442ZpC0o2Hy0\naaJIUIzmtW763s2nbay1bW6+5qzbCyT0Wu199rb6326XV9dHpcFg6S5e5uDbNcCYRl7vyrZ5HDCD\n/SY7pFSRo0XmWeQiM+b5iJLV2YPFGY1jjlhDMJFU2ZZ9jCK2DCWKESwwYjQj7O6uyhwqylNkSRO+\ndlxG8tw0TIGNnHJNAWuUjeMyudsarEwMLp5sMqvG8TO0QaSee525YGU582V182RmR9wimeW3WOR1\nEgyzuV2sUy+Wk3iblyq6vonra219N18/nfUatr0Sa03b269GlbVrz2SvmPBKhkTybgIEA3xL+55I\ndVCCFJFRJC5MSphkUBW+QM0dtZPKZPmto44mSQOUmY7RgI7+ZKhEyh1AjKzQuok8uXG9o5CYRCWM\npc742uYp4QVAdYQSjLEHdQWuJWjWQeT5fmMHE5MdqeXTYTEzwCWQYmcJEbV8qHH2aKe5M7L58akM\n5jijEnlPGGWJHWnNqyV+myVtLb3ku2/3X2RZL5/pb7l/W7E/0VcsE85pFXyh+9jjdyHDlwsaNKAz\nZkCsRku/lwqSDTkvwoZ57Vn27mRGLwshTMjrJtWGSSdEjkaWJ1dgGXasbDBuyXUbO7m0idZnAEin\nyFiaN1ZCba1ura2kSRYmijDYQh5JIYlO9YowFcsZGjWIMxBbzNuQ/wB/CCSSSSQOiFDuXhYifL5a\nbpJuV3u2ru+yvtdXe3e+3di11Xbfy0/P8zOlmuJyzxxgKHMDq1vcSRQsqqy5u4lZXBi81mWJZHcL\nkK5bNZ+5BFlniFwTuQxSSLKytI23MYkZ2VgVYPJCQPLVCzAmNuhnndysRhaNbaMEb7mZiyrKVQ/Z\npmZUkkDhZLe3RhLBCZDFC/mRnLlsoBauPIjMax+bkLHmYxpE5j2GON3KhkZmXzpwiupjSORUGiqf\ny7XTunfSy0TT/P5odtt/yvt5u+qdvuMaWWOU4WCRVRHTKRyuW2bAGRpJZ4kXeA06uA6K4lZ0UKJI\nEkkQY3XKSBYlxKhYqqlo8OGVQhjKs+9nJLAkK0ZZm3DZ26KjXMchghWKEJBhklKncm8yqwO/BBKo\nzApKXBKrM1NraCPYIoHeKYmJWkkjabMod1JMpQynKoFCDMiSNNhyAJK9otFra+l2uiSd35fO3dXB\nJ6NaNJO2m2mtldLpv0b9Vj3ZMsaustwWYASYeeZYlUHc0nkrENpRequEiTcXPLMmZIsKSSo+9j5Z\nMhdGUAsA7Ltl3zAKM7AEMjgB1dZk3x9KNLlZcRxjy4H8xzIgZ5dqIzbhvnL52fOmyN2mWMoGVVSq\nl80lurzy+dgyOS4Cb1y+11WPeWIRiwVUTau1nAKQlgRq2SjH3nrZXTa1Vuju27vybS6FJPX1s9dL\nq3ytfor2/F4aLPZF9tsSFXD+epIEU0Svvjd4o5QrIQ4kLYCbGDnIZ6RuG3GWQPvkxlkSZ0nLqeUW\nYExnzHPKnbjI6Jk6E7vGwaKV4yMyS8kxSFpFIBkCjzC0aEK8jDAO9WUNzTM0bjyZXSTDSIEU2myI\no4kYuIoJmIcnBaOQBFeIpncUXTndk9Xq7WbvZW3WzTa3u1bSL1TGuq81o+r001S1Wl307alEygus\nkltM6yMu5jbqpADBiu5T5alAcS7R8ilcJIpdlJ5o5wyDz1ABQnhImITzWcNJKpC4UsuQMCTy1kkk\ndt0zCMmIosTkYA2yOuW2Yj3lgmYiyrblnVg+6TzCrZcVhbvdSSxwLbPJFuyVB8zZIAWeMI7vIQWM\ngeIGMjYOZkZGrnSu9rJat2STtv10dvXyasnpbX12d23a9rO1+lu6fyZFemOQRxkQxqshAaEAsxjc\nhWkAnLswE0MXmRhWdmAmhRDumuneQRKhEYCqHd5dsRYAqxiW1SYBdwwmJEiQkbUDxDObcCMSGIw+\nZOwb94EllkB2EGJPKyFLOg3FgJEUEMcvJuoSRSq6K1u0Gw7hJLMzb1USAOscaB/lTLAFxI371ASq\nHDctE1JK9mrpa33suZP1Vm7362tPK13e10r+Xk1slvbZdEr3VaTftEzQxNgEo3mln2YMiNITKokU\nn90dqlwHBTcGVUSxkXe7yOxZwzSsfMLK7K27dCTwQQOTwBjiqqshKgts3mI7lBbIwA5A88IzpGoI\nCQIrFlcIV5EqXdwFASXYoJAVr6VGGGI5XDYJPOdxBzkHBrJ1W7Jv15XZX07KTtvvbd720l3VrW1t\nq16aev5+jNySJvshkHlatNKziwkMFrEG8wq3lsZxFLcpHOWYHZGXKRNcI0UbW82rHcLCRDM6zTbp\nysBtBHITK0U7SXCrLGQGyfLi8tEO2OdGkMKxzcFb3AthG6PcXLJL9naKO5s2ax2z5XzGuF0rJJi2\nM8my6UIojWWRBLW82uSWtpFsiSAgSoEjLySRyyRlcM02xj+5jLFrd5BJtaUJ5QElcEXLTW/bRdGr\nK17rRdtU++p6EUmtE7NRWiWl+rtq+vVvZJnYpaSqG3QvuR03GOF3U7naZ4nWOOQ2+15GMpeU43hy\nhkCKaLQSTSWyh1jLpKsk8sU8Qi8lljYzCWMqk+9VMUGLe5LDMqQK0E81S01OEIZWlkkkmSeJru5e\nFZJmllGfLhjVI4ZJ7cQ+fHbyXUMZd4zPMDLI18ahZosRuHuZmkiFsRHmOJVKTgEW5jkm+0uPs6I6\nyJHODNNIjSyFp655pNOzSv0s9N3q9b2vr2Vld2DlT13VlfXv5paPvra2mtjUTSLewDzR6jCsqsyS\nokUshJ3MEjTy3wwbaUil8uOBpFw1yI1RhBLFEbqNYJmuo5Hj2edHHaufMf7wWRnlXeEKgkDDFVcN\nv3TTySwmG3jX7ZLLsE001zNFbRQW3lGAEjekq3lwUCOsks7h412wyGVg2ppzG5uGuLWwaGOKEyXM\nlwxkRv30gE8s7BhuYxPdTvK0CSusiqFKoKn2st3o9VvFXulv1aV3brvpaV03GNtl3vdu9tFq9Xvr\n9l202dssWNyRGr7P3qSnKtIV2whkeRg/nGOMxk7gzssYBi8qSUSqrJdIe3iUw27RO7OiyyTpv+X7\nLCvl5uN0zM6+WEWF2RA21DI04h23sofNktXu0O+UIkVzcxzpLKVZ47kzQExKoc7pFuZkAl3GWIkM\nyWDFZWzxq88LMzu0cWVhk8tSGBMckkZVJEDOqBXX5MMsUJ+dqs9Nb3d1pZ2suVXvpvo9VpvZ2UOK\nfRrm63V9LXV+l30XlrsYdvZXNtK6T3cME0c0yLsuEkja4UuhiWW3QHyH/haCV7eeGUbZJTEmNaO5\ndbeRopo43kR4hJC5kjdtskkzPHbrkIUiAnBMYdMiRW3yut8NZSIgdIWeKUN5aSPEFmklAKJNJJEY\nEMZZJMSwucqHYtHGyTwww3BhtIrZ2uP9YkEckIR4dqmWMNDFHI8guLeSQ3IRHCbXwgdrhYdS+jXb\nbRJJdO9r6Wb069pVPRa9lvf+VbLe7u7re7s92sKW3to3kkS7vxPCjy2/2mOCQymKaGALO8qSXLFo\n/wB9GbeG5ED/ALtYDGlyTSuJrgO1paW09t9okikFv5cXmTxu08ilkQRPMsUhcI0TPBLbsiRLCgli\nk6d7W0aOWFpGhuZZmeKHZcHzHiS6iD27x5RoVlj2uCYbmVzFLGskduIhlPFHbfN5FvJNDMs21/Mk\nuMSiBYzNHJIFtomidYitvPHcDMSuqhyA4yTervbZ8v8Ah6bNK2itfXS27za7WX6q6bV9X8762tol\nYwvOciDMvkSOI4pmdFEavK4811FuAwCeWJpJJQSruDCkQiSSezJe3sSxKJtzIgVnKxO7FjP51sgj\nMaNMJmCW5dTMqmNSVjiBntw2V1e25uIIjIllc+V5oZVhmmmDySTSXMlyIbSXzIod6+YZ5JZ42s2k\nYJmO3s5pZHuVg/ei3FvPFaxTQwt8ixyTSlJfNkc2skksjo8aNayW7oCbl4zTqR1vpa6tfbbo7rv0\n9UmiOR9Lu607O1vXRW6el0Zl1eXMckDRGWCMwJ5cMokeSNkml8sTXEVtbRSm4Hnum4swWBkgjMUF\njE1u21PUfLeaaVGeNIhBbNFJ5jlMwTIkuJbaZUFtLCxmlbasgS3ijmnZUuWthHM0TrBNFIrQyTST\nfaQki4kkmxEbtjIHlLW6NO0fmMZTHJHIP3lu7NtYmZIA5VniljvfJ+SYJbB5N8axXRWSYTKITFOk\nMk0TQSSOipcRUpuTSXS7e2/u3V9LK/q2l6kWSV2lvtq1Zdb3W91bbW2iuyC41rU5ZROgW4Zbe3bc\n+1WSeHNvZW6yI0bxCOzSOFIo5XiMdvJslYwJPHnzateMrXFx5gvZGjcvHIjLISfk8vcFl8zzEBkl\nimLCMK21UG2bZhsYNShjmk2C6jR3uUhnuGgVm3CFJHjtQhwgcQLusQ5tpx+9QDFW50mWNSwSe+IS\nLy0a6WUfZ4S0UKuwCG1vcC3EUcM7iMhGV3CoDUfdtayd1rF62ulpdvR37NWVupN1rpd3t0et1bTv\n011vrpZFW2v0WRSJZla6ulZnuLlzbo7PNGr3Aijllnl/eySFY4iSrCJX3zP5dy21FZomabDB7iNt\nq3W1ZEkUvLAimCZDNC0YIfyxHbpgFSLm1385bLOb9Y2tyZ38iB4023kgiuW2xuiwSyQlHnmgt4ml\nuIUkmmhtXcAmcNC6dNBE0d3DcSRxCQIkTpm5niCrCqSSRROQQY7gq0UZj85ijmREkrd9dlqlfTTV\nPt0s3220ufp09bPVd/Ltvudta3EkwkimdUKx7lOASG8uFRs85wqxSQQ53yMUB3B40JFaMMkVtsju\n9PE0Mc0y+UwWMEwMAsZSZ0XybfbiYlAJnj8lpVljSUeejULsXDpexrBbw5+0Bhbh1EcMsRdUZ7cS\nyMJI5GjSUkyQKyJcLsgfa0rUI9QLfaUljQFnjuTGJmkEhaZVSPzoYpJlZhNsd1R1DSolzAjii6tZ\n7aebV7bNPV6J7vy3TBK1rrV7N+dtr3sumj+ffs1+xyxyiCyMNyWlRkFwGkikR9sks0CyBjsdHaGK\nTbKkjuJJvMhEqZDGd5ZEXyIQqrJM0sKMixh4jIqOrvKY0h+eUMkl3x88MYMhRlvf7XmggmJinaNm\nu7KJrfFxG0QygmsytrDuFzFIImtVAlMGBvigVbi/aW4dp4zbM4VSITHZrB9nVInuEClYxC7pMXGZ\nFluJZGLyyErJK+1otFdXeq0W99k79+9w+dujvp2t669v+Ggkjv8AzoyIZdylmaaGO2kiSNl8vyZQ\n0bJEypO2VkfdGqmNcNHNMkk8U9mrkidZsbls4pRtRmjjQHzFkhj2tdyDO6EeZbJ5Q8khZo9uLVDb\nwNc6hAn9n20UZmjMckk11JCdtu8TwxBPOlkEcY8xobURuwS3DvG75qXlteBlBaOKSWC0FzPCYUDy\nfv4yWSWJQgeG5BeWSSB/JaaCR0/eBc0r7Rskt1dPRaabfdqtE22Uo9OrvrotdL3su3mtdLd6kUs7\nqys2+QwONjOHB8p41kVJSkJVvMRkyyM6somCws8YjZ9kCQgtcSF5JQ3myzrgiVRLLlIAh3rIMRAs\nsJEvmARsgQ2JVtIpXke6gDI9uIzMmySZpgwiMLxxzlDOu9BItuY5dxjjfbIkq580yxMkMZt7iVI4\nzAJhcpdfcZkUpFE6mQKyOyMI0DuDC0g2ZUudu6ato7cttXbRdOtt/lulStaz69G+nd7a66XWyVul\n47mOKGGKGZTJGzr8hkVYZ3jaOTDk5YkMsbiEgRbVb5kDsRz126RQSLIUXDtcwyOqB9gdZs+WzZfz\nZBMrSNGkhgUAlt0fmb891bTBxhYI5ba6Igke7aOKJcK7SyXQUhbiF/s6l4TEGR3vJk2SEYF1b6c0\ncokvCD5awrComyZvMmiNzEmLgnaRK0NsmFVt0RRSJJRUL2Tbbbtp5trza20X43s020m/uXy0Wt9r\ndNru6aet89NSidpYoXjlkid1jJRoU2xI0qiNwHtDhlPy+UQwVWji8w7WdI8JhZ3jhtHHlgyxWrwx\n+eYwGgd5YYJZcBpQQ4VUjYZAdBlx0z7SrPE0N5KHx5zzlodpiRYknS2KPiFvMaFYnLN95z5iIzUp\n4UjHnRypCjrErBoHkDElVlacuYXBQqu1lRY5BKSqRyok663TtrZ63T2sraaJqzvezXXUnVK7tqm1\nr2SV0npp0e7s7NreKaJIhhbpI3ZR+7hmkRSscuU8wJEhhMahVXcdkskvlhmaO4K0pp5pIWWIsrBm\nO6MYeUMDMpRIoAn7xTHuWWd0ZSGiwFMtOa3uEWKNdShhhkUBoo/MRplMCpumE67IN5k80uDncsy4\njjRbYrcWrSRojaqsk8cO6KOXzVeEnHlrFNbFs/LukMbNZqhYlzuG9j3U9ZJvpo+lrbLX59L6qyRd\n3JbPZJ/Z7X6a33ej1V7NFKS7t2kmLRr50CyFB5wbzdquzeYUnhKxFcM8cMMoaZlgeUKrFqU10P3Y\nEdxL5gO+KC5U4Uo7PLGsBkDYjH+r3jBUxyRLIArvNtEioZJjcKksfmSi5aLzDE+0NvkhmvijAu6h\n7jMYAKxjZIHsu1nhPNkkd3ZBsmkUMzlhvZZRC8jIElChTbbYYtpkkA+ZqvBWtFvba/fTqndXbv02\nvZu0K6T2vpvby0tqn212Wr3Zyeya2ZmlkunjPBhglfapQIWVlj3KuEZkETvHICgT96wVTG89m7s8\nk2pI7MWKbrcEAnKZEtwsm7ZtLb1DbicgGulu3sVmji8uIR7C8ASaXapyh+RnWB2eRkZw0MSgyKyq\nvlpH5eDLETI+y0tEXcQqzBPMUDjDfJxjGFUZCrtAJABoVSMtXFp+7e2idra21s976dPvTi9rpvte\nTf4J2XZW7666c9pWqsbRIo0cxK3lrfXMiWdp5UoV4i08ZjMMMkrravHsjmDI9vLE7TBp9z7PFbMN\n09xcSrEZN0i3kUjOWmD28ErqqzTG3hubkrFBczqQhO7cY28Dj8QzW/lxTW7ojiNJikFtPC4BmEEl\ntamyt52nhm3qWkuJPIZnjb7KyyMm/beIbi9YLMt5GsCuyqqTfIN6xmKMQyNGs1xAbliJV81y0tqs\nksqAT8vJLdNJaXs902ls7Lskk0jui9Ek7u0XrddU3fa/a97XS33PoC3v41ZBFBaR/JNGLiWFI4on\nnXcRawTzJj7QjvJNJFKq723TszwM9dDZKJ2tljKXTAs6tNLJGRKRHGgaDy1VN8cRhjkyTEqom397\nc7vF9MubxRBDDcz29vNdQzRXGCkiSvDPkW93ORbods6uYZ7jc8cOC1wGjjfpLaa/ncpbKJIJULtP\nPKqSnbDFG4jGYBFFHITEsc7Qi5jmkVrk3DyCTJpR6q3V7aNr4r3dmr9e6asi43tyrW/bW2vkn3V7\nq26Vz0yeW4whQ4jlAE5EMswmZJGkMsTJEzyIAuAbZNxWQqjCRFMVx7q5eaBZXtYEijE811bQyKFt\n22JJ5gadGt0wSxV7WFn2ybimA7cumj3I3sLpI18vzJILCU3CpbRwqs0lxMWlliaaBUnYJdQgJmaU\nRjMkYtnp5lQfbWnivVjXyHuTBiV5QJC1orRxrBJIXUzPcRw+e0QSM+YrxilHR311tpvsr6tvZ76/\nfa1NNPZJX19HbbrdO60trFWW1/QtPv7K0Yagt3YxSSZiS4E8lxqEYnlWJZGAjKoZUijcBJvOkEb/\nAC+WiAtbXrBWlu49O+1vLLJIImt7hIraeREjScS3cCwq8PkiNWupgHiudq7hHLLb4UDhbgZm2qby\nWdxIILPNpGIo1ItWnJCzOiRyAWwaIn95MR5cb7lvFbyP5kTTREuZ5He7hS2VkKtkzfaLkhVt33xr\nBLDHMkS3GY44ArLnhdNpvRNJuy6J9LrXp3elt3Li3dbW3ta6WmrV9LpWbT0b3eifQ2mpxNHEDptj\na4a3SFWsLC0kWWSZ41WO8gMR82Pe+9pvszFPN+eV5EZ7N3dmZrKzWS48wu/kR+bN5DJmUSSrcRPP\nbxwW5iMIZSZmw8cSvlmioRRrafOJzbXCRGJi+wyrJcSrDDKI4ZQkcoePybaSTCRzSCGeB91vDFCz\nX8yMIr4B0jeETvKv2kS+Yt27PGGBa5affGI5VcQw+XbRiRVDKlKK19LaO+qS0urtdrXv0885R2be\nmi+9LTv1S9NOo281FkWLFyn2FUaLLi4USyCVlV7QuUJWWRgkTzRIshVWaMElI2vJqFlHBdzWdvsk\naFLQSWXErxTKyyBTbb2U5UmO0Ro5fPLO8HmWZnoRaJFfXE9zLcCFbxS8GxJoiRsMLlozDJE1rdCb\nzJUe5AhAELWsVoYlfei0IpNFPaS2purcxhGeF/JdZEnbMflxEQmKUxtJHKAJI5jEXgeHE7dWF7dL\nvSz7rS77XT1TVtV1I9nK17rTqnppbrrby+VrkklxbXLQTXETS6lukSHS7KYxWNuVeV4Zd8k7AwNu\neCIQzgwrFIpWPzVU6ENxHEsU0UP75tx+zvO6xwPsuXXzpnX7OyKEmbdKJIVRo3iXY7Yr6dpU7PMt\n8DIWMVnhYIZd6KyXKgSXNxHaSupkClZTczTRpKkJR0EZ6L7RHtuIre1eCIYg8tpJ472W5kFwImQT\nwz2FrC6xAyymPT3S0hnVHKoq1m6kE7J/NvRaq+ib03vo7vRvdiUJNN2as0tVa+3e2t21+j5feikt\n7jyo1ktCC6SIkzG1kni+0HHnxRw+cizMSscjNG8hHkrG5l+zFcG6tkZriORlilBgme5aFrh0ZIJJ\nI4JTkFY0jMrTRrJHHsSRvs9zcwW9vFqXOo6rYxpaXENxFLiaW2Vmie4uy5EqyS3Aa4luo4Xjltk2\nSSRKscYu5pRIXXPvbu9uriGOzQCIRSXX2QyKbeR2huJlGoIEE8ME91JD5j275WNHeFZ1aKdnztK/\nu2s3dPSys07X66XSWqbd0TyXW/VbprXS9rJWerd79NFYjsLTTjbyXsL3YDwfvIIbKFZZGaF5fLE4\nmeEyKi3a8qZrVDHbTz/ad0LZzjTpI0j03LRSSabMZZltJ5pEM8dvNJHKtybKe2uIpUnuImluJBde\nY6BIbS4duoGnajcQi6lGkQRTItwttI1xIILoeRJCftCSwmAxSApcMkyTSF5o1eWCVVtsG+vLjTUt\nXfUNllHsUhEEq6c8UsqPGblDqEayyRAq0VrcXV5HBNIptZt0UcUxqtv43LXRXtay01St5ddNbth7\nO1mlZaa9Wvd13Wj1euj3slvj3WkazcvJqGpCIuYXklS9ZmezaGS1RWaSCKW2LyW8MEZZy2+EkfLd\nGJjVlt4LZriJZkNzJDFHOsltPHFGkkUVpDGourRXtZMyRwQSQkW1nC8KwEIWt4Op0/xC1+zafaWb\naheQmKF/t0cf2vNyVgu7K4srWKG8028tbi5XTI0ha5e9LQIzkgyTVHcXsUunR6c1xNc3iQwEx293\ney3iIsVuhX7Cbh/NtrwNHbxRpLNJHBdyyia3gaO41JpRUrLsotLqrfafbXVO713uHs07NXveLu0m\n9320XXe9krWb0XKS2MSgjy2to5ZIYmmt4zJNbN5chMaySvDaHzYckwx3UZaGISLuEdwRbtIbfTLH\ncGvZruRGd5RfozK0bRSRqqG3uVgiCWsMl2txE9s5t4VZoFgcJsXGnXM07TJFBaDfAPscwV57YYee\nOGzJL3M9tbRh9s1vINVmZjcE3KuZRTlhs7KSeKaGNJXg+yMb0RC3laIhLq3U77p4yJGS0jlknKQx\nMxee3ILxaKd1HXRraL3+FJXXdab6K9+5PJZ6Jry5XfVrbdO2mtkrvZalWXWrSVFFrY/YEmgdJ/tE\n32gsk13HJNsW582eVNglt4Z42SXzoUkuf9G3SOt1r97PGGmtYpI5Q0T3KyRwSSvEkscR8uNVsY4x\nE5PlqJSqQGXz2Zp5XdY6bp9zO1xZzWQ8hWfy7y4igkZTiRIfKNn5NwPNDRTwTSuqmISlCzmCXFvb\nUPdtE7KwWERxrOlubfMEMEZns76K/tku/NjeK42xxwkvN9onkZJJ55KU1drVWTk2+a6bS0V9Xbvd\n6fc06euiTbeySe6XVdLa/Lo1c0brxRqcts1lHbwxwxl44fLiZGAjEhv1jYq0i296hDPANtpaSoIr\nWKC3t5YEqQeJdStlKy6fp3mG2ENxEY4G+1xRsFiha7FyfKJKykur5E4F07SRqDCwbrS3DQTIjuu+\nRXllkMRnaSGVJd8t0YkuRPAVkuntnLEKyeSse6hJBbzNM081rBBA8EUN1GJprUCV5fKku7ZLW7ne\nEsDHP5ayXO2RZxY3cs2y5OZbbJy6PW/u2untvey663i1qox1SSd0lra2itp181ol0Te7Lses3Nyo\nYxfZjEJYrWK2CWzmOQzzyCULuRIi2ZJYibj7MY2ACly4v3AAS1ka9sjJPHKZTKJ1naI3DwRpcLFp\n80S3R2RXEeGuFEbwrJcoVlZedt7RDGHaMXqyRkI1m6b441Jkii8ooXhWRnDzTxwO7AyFJLVjcW95\nVvLCSHBhjuLZZI0af7QjmaMxuH+ziSWJD5kqSRXyrbImYpY7chFMm6oztZRlHXyTVlZtPmk5d2rq\n+5Th717PWK3btey5bWi4pW1s3stbLVbixaFA9wZtUgLNBLGhjhlT/SJxJFJEI9jMI1COgmS4ZD5k\nTq0QupZYY/tXhuwKTTP9uCwn7JDaII/KlBERF1IFdow0yRTjzGuHSAiIN5kjedgWs9gxlMggRYoZ\nGNvFMPnJjkNvAFd5hh5DbfaZJ2Mpih2pN5tzKssV9ZyXc9zdW0CLAXbzDbxFIYFVERmnggWSe0gM\n0aLbpcKsiR7/ACUl3yFaTbbTlJd3tfyT3T2vbe9lfdijFWa5elru99Y+a9L2Svskmjfh1zSbiaUN\nZwWaxg+WkdwFjjWW3ilRUjZDlVjsmhneHZOs1zGI2dWiFZV/JaLdy+XqGEZvImgEWzypLfMcglhu\nLXGzzhLHGGWYJMkdyNhMcJyn0XUkMJW2leKaN40uB5cscc1zCrfZnlRDG9xCpKtEVimt5Y5DFLFM\nreTdsNHjudMuLpJWjhik2xQyW8kylhDEZZ7p5LqFYYpZZrS1smVrwS3BZpo7O2jlkek1Fp83u7Lr\nd3stXdrbR6re/cbV3bS6u207aJx06eVkr7827spLW40dVRJbrYzNIzzokswz50YUrGsyyyEL8pSP\nzG8v97a/flSKzLHYXIgWF0knBmMAkWWFTaqY5CLjFxbvPMquJllhlhlYMsLPEskcaVI/D7RLKjvE\n8RgmZpWMLg3UDuFiMQWHUI0nnsykTGGMpIWJgdElmXZk0I2WZI5Ybk/ZLWeSO1VWmUGzSV4444bi\n4VrWPcbdp45BNdRNK8EMZlBpuUE01Kzbe7VnttorNX6eVhWd7eXXR6db200b1+62rKVzomlibC3T\nqkcm4uVZoWyIsAgoshjYBZHSaRLZhlI5FD7pci/02wW2DQ3kaMkUHkLLGUBln3CeC58l7m4/d+Tt\nLzPHHbAlZGeXeJOiFrdRkiNTFZxPDM6X0qfaIoiu1B+7WFxJmaOOZftFoHkSIMqmFEjZJdz3lvGz\nGyVGWGO1ikAMxZ1DSTOkkMUhg8p1ht7gLKzRoqHaPtE8Yp35bTcuW19YtptR8m7yur9F3YnFreK9\n7Z2aXTazt1Ta0s1168hJaPN5bQyCMnCIdqvH5jwqyFHLlzCTJDM+I2LsJSoUnIkezKu6vMsjh23S\nRrOySHccyKRZx53/AHjuRXBJEg37qbcIYF8s+VLLI8d1tS22xKZykbyuGclY4H2r5flxqEYvEiwz\nSTmyt1pwUCYoko4kRIPJVH/ijMf2mEBkOVkZYkSRw0iKEZaHJxaav0WkVfVrd318n+D65b206J21\n027Wa2Sad/V6M+S0WR0Bga2tPszpE6SyR2HnoVjRyWScsJ5JM2+JLgRFmki3zrC0p2l8V3Z+x3N5\ncX5lhX7G8kyotw1rHHeAKLaAxsi3GydmE3l+fdPNcvILkS3kvFxalKshYyyq6zSyFY44mcoszJn/\nAElZXSJoiJ1jWMI7ygthE8iHenvIpUSXRrK5VoS0cMb6jaXc8yuq7VkWx0iwtlAmVyGWNptj28Zh\nivba5vbmdNFKz2fWLu3re9tL/K26tt6EXa32mkr32bTjr30Xn1stWjt9P10ukchke1Uxbkje2VmY\nvumfYULFy8QlAYlQU80IvmTRoeltPFAiMEc1x9nZWaU+YVNuzrCLa3EkTJdsdltE2GDmeJVOUVHh\nRfFrnVJ7awuBFaG5vNkpeOS2g3maWAti4WJY7y52xll2zLFbyXxkaOM+aJo8DSvFl7eX8VleaUVh\naMqk1upaa4aFE3rLujRFmjO2MGLz3cxhoWETTPKKhKabSio9uZX6PTVPz2vdq9hOooNJ3Umo23ST\nvHukmrLo7/ekvpy28R3Urq9uU85g/nzQwQvtVbU7XDRSyTB90BaMFrcIJFa4kM0oQ9FZXl3LMrRm\neZlc/wCiQ30UUyqjrJmd7j7MwtIiXVTHZBQG3oGdlSDxq21HT7YiNJpbaaWMlQ8SOzvvj2W8izaR\nJcK2c2xVElgjhty0CAnMPaQatcW8kUpjW6EoJgiuFedIP3crrdEyG0kCxyuimN0CzSpMEbCJ5GEo\nuOy35tbJLZd1slbe2vzNk793rZ/3dFpre9l8r6tpHs8ckE08wLsrAxzCF7lkuoUd3mSNplaEy5aV\nUnL+U0kzzSbFEKLb7MF39oktxawRCBFuUslmdY7dpFinuI0intUSUW4VI3ZYHRvK3SAoI5CviA1G\nCVlaVpJjGokkSRQqQSraW8UiQtbs0cFskjTBi0kcbFIlIkVzaj07TL3TPs0Uj6gyojLC1xBLZMqS\nqkQSLzkkSO4hUyusUAt1YSSq8TGctLFjJ20122t5JLs77JWt66XKS/G8t7XVk73vZJLfVp6O1tDQ\n+y6hd3chv76CykREdYdPacxSXEc0iywiTd5cFoibLVIjE0xlVp3mhkdC25a332JY4GnkKtc8yTzy\nyKE80xxiN3keSSaIu0T7neVWWHzhcRwLLH53ea6t5J9hgM1xYXKJbiXFvFP5JEjCWdHulkZTcGNA\nEgFjNECscitIUpuktJdXsYmuL52sXWWyhaQXhlWIBEmjIa9jheWbYvnxTi+JaT7QJhHKsMttq7bj\nt0W1raLfX+8rrR2exFum93b4uqstbbJKzvprfV3PYlv1SJI7T7PIp8iPZPd2dtIsYCrOFkfEX2mC\nJ9yWhhC8RwpAzSRq77bWIwqXLrFFE0hWGRWjtILqKVJRGEW3meWNnEo82R1jkaQyAedKbeE+ey6h\nFqU3lzyyTRO7QTuskFumCryxxme/W1kzb4dZ7aPf9migSe5LuYpLrodOn+x2qSrb7SIWE+YohNbM\nBLI+ZmEj3cMlqbeVZhcW4leUKkIwGOW3R66adV7vdabX77O7ehXL9nolrrtZpdO17X2V3G2x1tj4\nhimzb3C6lFNJD+/NvF5UMUlqREZrfz7iG2jSfz42eNYI5Yop4/MktHjeSGxEdHupjLbreJNe3MTW\n8Fw01kslnJNHbRXEV7GHgEUFw5W1jnvLr96ixlo5Z4Yxwun3MkNww8i7uY0ECATLDDHkXkvlyobW\nOWMie4eHyoXkJG+HzmS4by60VuBFEZNRawjubd40W5uUsVjlvL2KOSGEhL+MWl2UgiswbidIpIZb\nJjftbyuwfKm92umkk76p6pWutOysr9HpMlpe6aV7aN30WuqtpZtXaevXY9IaKyZGnmEg1JFniZXj\nEXkC0mijiRLS3iWSFg0UqeW80YeTcHiG5onnvZ7bT4o7SWG60x3gE8OoP9qnjEahEVZtNmt5UEcl\nz50M5it44jfWMkc0bQqnmed/abmUPbXVtEMWUTtHpt5JJqAt4fLmkguSlpbpLaNZpM8F9NeJAr7o\nZZbe3aec5k2jz2VxdalYXFvNcTRNvuLs3GnwW1tHby7Lq0gtb6CFnSKW4mMd/pcz3M1wmwWaQSzr\nLhd3lO2t1F25Hsla0bfentrFtom9vdaVm1zaapJJ9r2v1Tv1169v4gvZroQxWLaFaBv3wtbmRrQ3\nAlg+zS20UNoxPnlftUc9utnNYyQ3Jt5oYoYA03Ez37LIV22I0G3E0cMtvp93K91Bc3FxLE6xRWkr\nSajO801pJJNdmLSk8m0eaztbS31EaJuVu3sJYxNHNgtG8TGLypYf3ktkW8ye8sI5ZGS5iuJYw7NF\nDayt+8a3XRsbS5ia5mCmGW5uZXuFZllSF2uTJCdPeW3jWUFVMUgMDvcRyF2lSNblVuPLFWdlto2k\n73SbTTd30v0e3W0Su9t1ZNJJrlSTs7NXXWzVurfUyIbhQLh4pXhube3VZLWbTna4k+16ckCbo7uR\nUtLuwWS0hUwlsiCzkt7gWjabHHPpc0yJbtGtrZQK3k3cq3gW0mmlk2NC7w51F7d7WeSAt87zxXMU\nenPLsluE17ttW1CZLe8ura8ldLS2tJ7yaSJbbz3tktEuby+ltoYIbaRjC01xeG2jd53trkLNFdLl\nJGwExgnNwV+aeW3hiMECybsurFrkM8vlyOzxSss+1WknMih2uMuzUtLJ+7K6ur7L5u+1t3ojPSyu\nmrqN1btqnq29Otteqsi5qV9qlzOftt9cpFBapaAyhyqRSywWk8IV7u6QiOJEt2m2FkhtFuZxHdRS\nKrpbyUapDbXDXGo311cw3lyjyW9xf3wlm077V9uvD5d3fyXIY2SXUkY06OSSV7RbiKOYyQW+seXF\nP5DJFISsdzJKqPeXUiStaeXZyvaSzW1oLJpANMN5DBeRrdyTzThLW1SKPVbeSK6ZnuWZizvFMRcw\nNJEhmE1nIjCUFp1KXEH2STlP3sjhpwad2u1usXs/dvfTVPS9+tuwknfpr7qTS0S1tfTXW1nZdGkX\nFsb6FohNMtzFGJIoredIriNTtldZxNDKyFYkEzSxWk0qxSwy2xQPNGBkXzRRSTJHPHJDuuZUuWW5\ntXgZp0CrCsLWlvbRra+XfCS0ggAjmkeSBYd8rzyMssIlkljcoYnYRwXMm7zAxfyklnIjWKFFjMgJ\nnCIEUGEsYopb0ZtjNZI22OGIhrRrlZvIW0EYlR4RJeCzWPZBC8UkawW/2YIbdI4wle977XtZWV76\n6eva19Lt2G35u2u7e2ivprvfR+a0dzmlW2umH2qaScyTRAzKypLbRFLyGOORYxcb0DeS6wLJ9o2w\nKIokBLtpQx3qsE06GEJkXJkilmiElyBKd00izLMskaq9uILjcrb7YmWSH/j40EtFhUF3tzIoAG14\n1SM8stzOHV4BHE0KNLKwllvIoUhzIkyk50cLohKpdNsd5Jvs8ZKeWComEmNirbJcxxBpPMjSIDDz\nlC7pqppav+ZXTs09E9bW10v+SdtJabfuvtdaLdrbRWVm72Wru3a6YzbqCqhdr2S5KHzTOk0sEkUy\nMsibmkufMZTJKGz8pZQuxJEJkoKVmlFqkYU3B8tIoYwGeeZpEigg8tWkVXmiRLiJY5HkBlVGMkhl\ni2Y72b7ZJB9vuZIoytvGknmRxmKRbbBaETIFuVAkVzm4CXsG2G5AjiumvpZratIrS27S3CqbeX7M\njrJGGt3uXF3NdSzXUcMiiZ4ZI1uJrsmzIeOa5tpYdVXu3FWS212avfvZa6Wu3fTpag0lq5Pbys2l\noltqt9bdEcvqum2K3ggZrWCOCMhJ5Z7fc0sTqsTSzQwhriCeJXM5tdlsrobrzTJdOkms0mh2Jhb7\nesTzot1Be4tFNwkRd0Ly70ubthdxssDTXc6SL5NhFHG0SKYxZJsglmvLFxHJcyXklzut5Lg7LhFk\nCXDW03n7rlxYSCJUDzssM3nyxLHzEGj2k4eJVurlhOjLs05JJJZJi+21kaK4F2mWsp3ieUJDbFGk\njIkzMZU7q3NJW00V3q7vu09Nl0VrJI0UEmmop7auSWl1q3Zbdbrd6Wer6mVrC9mmubaaBmkAMgW7\nvY3eIbt4g2G6aa3VbO4KRxOtmhR9q7b/AHpj3c8CFLi2kthbFyEC2/zwu8F3E0LSS2h8m5YmRmMs\nFrdNJHFOCkEdjqE1ibTIbO2kNwXd5JiGLQC2WV41a0ijaP8A0iZQVzNum+0TbIWubomIjz+euXWU\nRStZFIFLC4MUhhNwU2QRrAHtYWIZ4wVQxOQ86Rt5Tt5kdU5Xdm5Sjtd22bStsvO9l0QpQS02f8q8\n3bdXu7d9Nez0YZWLRyGVoZJ4t5drSeZHlLskkkUtzI6TxyZfzZIFKRyW7JbW9wQk1xLFdXUAmCXD\nPDJC4jjhkDRQoJY1jLw3cE63EhLKoeFIrtTK10TNJGUlr5kRI7dVlWfNuAjyvGfNctFAiwlI5ZnS\nGNvIkUMkUsksaGWOeNEq3F1cnzJ3kiZhBBEkJZ383yGWCNwitmKKK3idd6yK0QDxyFHkVptZScn0\nWys0mvs2206aa3t6tglZu7b+dmmtlr91+jV29UO1nWtQvYQ0NxdEwJImyVf30StHGZB9njhjg3PK\nNy4UPtCSTIqKIY8KPUp441kMxkhXMaIsEjDcVeUOIPKkilJjlZHMzRzx/aRI7LCFB1Defa4Ccg3U\n0kkkpnZ5vLMbj/SGnYRpIJ5HWB3LSyBlYqGVlJpNafJG1wyeW3lR+fvSScl03TKQuZZ0EcKC0D7k\nVYkZmCzTyS3GcIqzilZrTfRJbfj6b904lGTS5XdJa22dunbS6vZK1nrqrUDqeq28rSRyyB4yJRbx\nRm3dBABIxYhZHRo4CpWLyxBJFLPEzHcYJ6T6jNKxkbkv82WnWRsEZUF2glZiFwDmRiCME8YEk0sU\npgS3kRj5ga3BM8azAPvE6yx2ymKBzIJjGsfmuDIjvFcNapcu/wCJXKTI186NIS+HsBIxDHKsZGWQ\nvvUhw28ghsjAwApTV1eOtl0v1Svs/m9dVvdNPBwbV07LS23ZW7fnolfZpnyLDHHNNI6Rm2jjjad5\nftaxiZSbj7L9itmjkGWjuYT5ZuZ2eSKYvdqPs8cfQ6PLBMM3000UlouIZIlN3i6aTzZ0u4I3RI4F\njKtMxKFA0jxpIC4i5/T5dSktoXS6fbPJKr2tukaGaaa5kiWSOWKG5F4BC32WS1dIkkklxHAsN1KX\n0bbS32SXDXn2YXBcu7oceZP8sksoeIiM5c8sSFG2Fo0EasmzcUuVtLZq12k7pO91rovNLotEdcG1\nZrZpXTsl0620tr5NtbbPZltre5eKa6WQW7P5UrIphkleBF+yuXWA3pjHkQCCSR3k3iaRDJNcMC+8\n0O5ujaxaNKunRxwpGIla6vBPbwyEACJLi4mWZ9zzzLG0TfNFPFGkeyIcDHqGtx3V49nc+fb2cjKk\nLNBcqoTbEHjubi2L3M0ZZYZ40hhViHjnKqS1QXHjDxJpoJnHmxx5AWJ5knMAuADGm1/J2rvt/MlZ\npVkDpLLEWURjZU6qcVGcXa1k7dbWTj1dml/4CZSqU2tYyV9LrdWt1Tule7to+jff0aPTNL0y8hbU\nbma9vHVBCqXauhmaRUEjJLPPKN0piMTPMyL5ZIimQnHZ2lxJLNFFapGlmBHO8PlmSSKNZJC0ziWe\nOISqHji3oWt0MKhlhDSZ+XJPF97rMlvFYxy294rLFcXksf2eK6WKSWUETk3KyKibPnILSxp9nV3L\nSBPoXwjeS2drANTmhgZIC5tYpERpomuFAume5jcRhbjy5JAMEM4kijika2aOcRTcIJ1HeVmrPSy0\nu1HW2j3V7ve2wUakZS5Yqybte2tvd3b3aVtX3Vlrc9btY5XRMW4aCcOyGO1gJEYUEKJF6Kblg5ub\niCUyXQ2sziGcVdgnlHytBH5wClS7wzhooZrkSSW2MtPKUkhmVIZpgYVso4SYp40TlI5bdHmnnMSQ\nmOGeGGSb7M6x+ZHayi5d3jaRX3QkofJDhkiR4fsjTWqyy3GI7iLdIIosRx20scc0SBJI1W3KwzSL\nNNKQGm8r7NJFDGxZ4JHVPPtd63Wyt12V7Jd97tej1sdX3Prvq9IrTo9XeK3Wltrx6hbo75ZHhklE\nUbTT2qRRyLPEQsUxuiIzEkowZURY57dBGWgEkcTrJ0FhPNFEzRCPzZYiYYI4I7iCCaCeNJQ9rFIG\nilnyLmUSJdTLIfMVZRHbhPOdN1O8uoDFGy28a5KkRJFLczTAMd3lb5Lqa2lkeLbbjbd7WsysVuok\nPb2K3yNaSSCJbctHKXT91KYoZkgtZpUgjY+a0lw1l5riaBha3LSTO8sqRxLzaW2nfbTTv1Wru7eQ\nRskrWe2qutn03v1d7Lbtqb9t/al6sQ3xxgWzObiWVbMxowFy7rJG8c8qXCnyoLiCWRJYSYre8yzC\nHoHu4o4kkZbjTxdEA3KXF5bi5lSIPFLaxyXltJNAWuGVWjlkMglkVZ2nh8pOLR7FlmlnvIkkiiim\nDfZmMokWRkZ47xLuKWFfKCNPcRGaZnjEUqsrXSyyiBI9PnmhtUuvKlgiuJri9e382RpLi8tzDC8+\nHESQXImlMTmCUW0FyFuL6yKzbVPRa20jbRuOt27O3Z6XSfRpPmaUVZXaUrtLbR66v3ZaN6q2q1eh\n6fpDPKUitHuGtkhaOKcTLIVt5hFFfRpDO8zSuBdQ280DW52rG/2oqhRopYIQ8nkGGGWznf7TbwTW\nayhpGH2tZp2ui1tH9jhjUAQERbzG8sA8yzS743R9bvbi3SC2slje5EMYtLv7JcQqVttRmvHW1SBJ\nnks7Q2l5NCYrSdpUtsXTQBwdG4v5ftlhB5d/IIY4pJUb7O730kOFuku7mK2+yQWlvBHfCTy1usSr\nbWdzFHAyXyZ2kpNK2jeun93XRWTT6rS6bV9Wh25buN027attXcb6a9GrJXfntfoUmVriV7a3mmtN\nPKhYbSGyihsA8dxJMbi8a6SwTzXhSV57uNLRZwp+xLLCzQb99cS2p+z+XEbKaGU32IprsQpJ9pSS\nCbT1luZLtbaWNrNbUPO0kkSWchuZkVpORuNfeCUx6KsUV3HCGb7bc3GmWwSKSSxaK2t0vXT7Q7yQ\nRS2jrHG8Yt3jtZr65iitodIuda1nVLed7a2h1COSziit5LyWaUa1NqlnBbhrN5Li5xLbi5jnhjQX\nctxJb201w8kcN3DUlLR6JK1rtKUnpa13dPm2063dnchNQTjdXe76LRK1lda7aNrumztoUle1hKrL\nbm5yyxyyNGQksKXm65iD29/ZNY28c6W6QJHHGrPHLDIfMt7a9fT3tvFHKsNqY1WKLZGSZlEkjoDc\nIwbfEp3StIoi8uOUBYI2NvnOiktruOxg05opWeR72B5by010XOn2dvaxiZLlroXNp9vV9OuLC4ef\nbJJcOYlu5dNuprXTtriwvZ4wFuWnls1uIYJpJBHNbpZAu0lvaW09i8S2Sm7WTT1WcrE2ApMQlzd7\nJ9HZ2d0l8KfXV3T10/RiWuyT0XMryTtd3Xu7W13a0bvtfn21O6mdpdl1bktaxRkQ3N1ZWs0U8qyX\nNs0EunPEBIRvnNzAF8uC9VQTcONH7Vo8Wn3kM9lJBcSQpFaXdkTO15NLO0hi1SG9cXNqsV3HBp0V\n3p8+nzRWd1eO811czmznks3vjeXsWmG5dHW6t9RgS4k8m1ke2nvt22/tLX7W9nBbi6tLe4tbn7Kt\n4rLK11Ja37xMieQsi7C97tjjS71C8j1FLkx3VwrJFNftER5P73UEtrKQ2MVwJ1isQLeFxN3TWjtf\nl7L4knp2Sa7JPfdKUI8umrSim1p0TbVr21XpdeqfK3tgRcx3klvAlo21Y54Li5lggHkSyRtLJtKW\nzvOLk2JnmX7YzBZbURJHbxWbDS9Q1EzNbCezSNreCac6dPeWtx5sLh1a6mby7WZVt5wkk0kN29r+\n9NpbQTm0XsYZLTWEtdMvdbmubi3jhInMRWxiu5hastmZYI4tQFtDPBY2OlB476GNlSQz6Ukpspdr\nWzI+BfRyRJZ3ztJO0jSTzSylIbjzTFfWbFbW5uZEimmXzZ5HQqluDDcX1Oo1yvW73u3ZJWs0nvdP\nbeyvo9o5fi2t0ut3tre2zWrfVpHOaPp0SRNbNd+arrGsDRLFZWySGQsoKyoUBMdwTLczyNuaFIoo\noXJkq/PDBBcXEbwRNLarD9o3RNcRxxq0ZvZkWxtzHD9l8zbIQscc1vBvtGh35XNs3uDJHeJuXzJW\nnlu7gh7K1vI455I43+xQsVmYOkrxTBroXEkUMjxbzut2s13FBG9r9tkjuXFvbW6291DHMfPYWluL\nkebPdObqCNprKS+EixG2kNwptbr7AKo03tbZvu9N9fLe2t7aPelDZ7v1TstG9um2tn5uyM+4iAiv\nporaWcwvstreKGO6SSW5MS7JLxYH/dTQpdz2c6xTQhlYFbhBJPd4dteJaXkI8u0mtV1G5kkjv9t4\n0s4kgNqJ7Rt09urxTrBOsEsQPm3L28080Ekdp21xpt/bPA91LYXNpFHZvDZ39tfTWss0dnb3JFxZ\noscNytvFcyWkkfnxpHdxz20MtuI2ki5y4N1aWiare2sMM0ktqYLaK8vwhWGwCpBHPHPMpItvNuJV\nN1Pcb45Ybu3EVvN5c+16bq+9+bfl03a0ve7utLt9rUFe6fZ2ae1o36a3d7NpdNlbmyV3eYt/DcG3\nulkUxfNFBKsNubfZLHIPs/k+XHOJJXWFLaYlpVW4EP2ielPdxShjFLbLEiLcRiRHhUT2zsgiSAyw\nPMuZAto8yF7iUXNrncsT28tnqelXMsk09kzW7K3kRmOa8Yyra3CKsYV7Z5CZFhuZTNHO8kdzbQxT\nSImXtw6lpQkeXzjMJY7WSSQRPMy2cVqk8qbEt5/sqNI80kdmssqKrw/ZFEMaQvMqsrp8r+Fa2Wi0\ndlvtdW2ta93ZFKGy0tf+8r6qLavo7q/la11q70rG21NXimN3cfYolKOsktwP3boJUjsyYZlLRFyk\n/wDpQtnDNG5xDdRpm3d01nPHBdWrSJLJcPtgvLiITRmREjnMVrmaORraANcmJ5I4DNGou4t25Ls9\n5byPNPdTxCwkiCRadHfRR3YldGe2sIoIGQvd+Z5UqyLFaRXcBCG/hnaGJea1K4KXEywJKPNmjSYS\nQyeZJGGjmJuLmKWB1aZAZZUmmTzBdxLEyzQjY4zlpey0Wmq6q17Wu91e2r2fa+WLS5dNbfNuN+ja\nXdW0fRPQ3N8Edmtn+7uIJL26l3R4ubhLeFGgDpMkuyVQYw6KHhheNYXEU8bpbx5LwXt9bBlmt7do\noytvK4KybIpC3lq4REV+GHm4jlaKO3TyyJLndjXOpXJglWFpnBlSf7TJKUYJZR3wktC0M0cKxzm7\nkeRzKNsmPkiKlmu/2lqcdtCt1dTnylQQCQTrELp1UK8ZuDLNDJNAbiTeLZGNwigzRrHGtro5SVmm\ntLPpfdaK97Xu156W0RKjHaWrtttouVt3SutXJtXer77EDSSFovtl1dRyyzx3Z+yoZ2eacLdeTCZJ\nRM0xyqSyXEbTI0nK5lR69zbyrulikuL4yPJsldd8aX8cMRu3aQq0kq5mZgCse4zBcyRW7/aakus6\nlcRKYHEylBmDy5JRDZCWY/ZormNm8uJZJDIqs0ZcMpiZ8eUlA6hNdo8MKwfaby4t4ylzKYkluWCJ\nHHBE7+VKY5TbQWchW6DuBE0Difc9KrZrpdq+3Vpe9otNNLafJsUobpO+qsnzK6aVrb9N/J2TFWMC\nZEWeHfNOyW6TxWe+TH7oPHHMzp9nt9k6SmEyBGCJcTQhWmjcj7ZxLLai2d7ZJo5S4e0DF1dpFZpL\nkKyIzK0jqzJJEk0ypEkpNCW7F3FIkdjbR35mZjAFuEcqjGfZFHOk8skssazwo5vt7s1vEkYXc02X\nPfXQjgM8XlTPEklmhjSJIUkCSLDFasJIXVZi7qk8UElsmWdy8cEC6OV7P0T111ts9mne1lfq973y\n5e9tbPrfTRrXTm8u66db0rRPcTSKriWVVRVtZDbwzx3TpHG8U8bsFEAm3tbx277XM0ck8LwxKkkQ\ndVIt/LEPmTeWsj6eXVTM52sXt5nypyvzSFgBgpGR5aZ9vNdzCSIQeUUaV4IEl80EWpjllaK33yW6\ns4VrY8KWnLxSgnCR50qeIVkdYby0aJTtQi1jJKgADd+4x5naQKSiyblRmQKxzlO7cbxjZr4pNLZW\natfa61erS7oiUVFJpyak01aK7Ru7Oy87pb7efztZyWtnO0qyRSqV2K13uSArcb8yAXK2iyLCp8uQ\n2turJIUWZFlMeyxqesA+RDEsUk1wTGriU7WlG4+dICGkaUo00nnruuJYwIkt1eMPBxN3pesztax2\nMdvLPeB7tN8AgEnkSzI0ds8agvtgjj8rfNGsd4kkEU7OiqMWSW6ttkeoxIk7edE8shaFisE5LL51\nrbzTKzIZYomjbZG42uJtmK9OlST5WpK6Ssm9ve7L+rptWe0yqOK1TS0u9Homt7prbS3Tp1PSDr+h\n6dafYbu90yPzShstPuomnVS9zFKfKUtEkZkd5Gadk82NpAEcmIxPhX2t+Gbm8lkv7waqMhYLIDy7\nJvs5YIPs0w8l9oclW8zMXlGJkYCaYeBXfgjVNZ12W5uby6meRJZIUhchUmhmkjECwSsgAKW4IeBL\nr7S7wWqCBpLtbfqbDwBqmnpDd6i7SRSzsqI9yzORtgMhkP2eBJJFaVSYxMu4LFJJtgO4+h7ChBKU\nq/vtXmlum7XUb66NXve7unrexyuvVm/4Vor4b7Wja19baO+6t80ejW9odVufOsLeKPe7CEXG6Dy0\nj80yRIkMUs6RrlmaFFWWILGvlsCy16Z4fsL/AE/zWu4hPujuz5SqDHchzEIxAsqtPeRSqznzDIjs\n8fmoZgYEqt4XXTNNsxYEzPfeSWlkkVVa3aG6jjuBKhEYu5FlE5+xSkSz/ZDIJluYZ7d+8s7kvHbx\nXVs4hluVkBhdCkoSKBLpIrhbdn2uyuLe2EEpCstpIkSJFcpwV6sneCS5VZJtXnfq9Hf59dU/PqpU\n0rSbfNo7KTt00bs00tXo3az1TWlOSWO1u7a3ji2ymUBZLdVlkkjTyFEMqTOWuYCjxJN5cm+PECqk\nt1E0tv0MVlcaoqEvG7tKWmaaJ1kuJDKoJ8iWC41ATzyxiJI4zHai5uVkaSWKNnht6TcaKLS+nj0+\nSO5nmuJpLtri3EEFuhuVjeaxtILW2skR7i1iSX7bP5sk02mRNE5IfWtrOVp/tEVjLKd5jhlgXzI1\nhhjhW2uvLvHe5to8SxzTzzxh8GFNsYLoOK7utLNOLvpuop9Wnp+bS3vbpts+Z27K9rJLfRWTfdK+\n1kSR6HLphiRLV0UvEqxJHcArAwct5co8u4IMKxrcNEHMhQkNcwZnrtbO+8RG6sEbUJZXuYWs7WCb\ncU+0mWBhDCLeV5fs88L2qxEvEk081yZPPaOWWPGur6xhtYroXFvOt1F5yTXFuSt1JJM01zNMkl1K\nbeH7VAFeOVdzQrbuiRQzJaQaqWdvDewq1xZrOImbzmvbW3njhVZ47a6uZzaCaxVRNdXFumJt8tzB\nHco08kFq+bV7pxTf2bq92rLfS3TTVrRdx3vazaT5b2stNeiTV302Sast7EV5BItw1vNb21kxluUk\nd2juobq5cylJprp3SNoIA1vIY4ly37oiwZbuaObR03TbVES7ljk8w3YlWNohd2vkR3kMcjAXGZrq\nWa4lVImRGuJC9zcT2Riia3nt3HiOzuFvrDT7WxvZh9rcyuSt0/lzySx3l1DbX5ieGFBcxyefNNdF\nIVe6nI+z2NvAjyW13YiSWWSYT20TGOa30aSWZpTas07ozNPaRXFtJb36WJ+32sbXl6JBHNc3j5Xm\n1sly636fZv1fSz1V9EvRystG27pWWm3NpZ2Vrvaz6t36u+L6DS7mBRZNd3ljbvF5P2mZLm2vokgS\n0MVyjxvcO9pLqVrfCBbWJYZlubeeVCqzPhlj+0vKXhs7xZvKaF4ZHCoTODcG3e3FpaQRQqsSm4l0\n7F9LZXNzM1vDcvZ5ksciyJbNHf26pMsEl2oTzlKrf3MHlrPHDJC80bidFm8xXtIbp5JraH7Mxia4\nnvIFsV06S7aSFr+HlDG00NzNHbb7BlgtoVaZ725VLeCS1gU2ccjyXdzHCj1sujV79Eru60u9PLf8\nERpfquiT3V+XS6sk7q6t0s/M6C3gto5ImjE+oG1MbWqGRoTaWl1c6c0UkFveCSO5Yeeb252yxzfa\n4JVtNQeaLUNNg7LTJ72xt5rm7SM3AsriSdQt1d3kVteQGyv4Z7q9guhG5inmhM0caGKaVkjZLyZ7\ncef281tAXhgj1WadL5rWVm+yS3CSx3FxLaLpd9BqN5Mt1GjQ20MyjY8t1cSiMIFF5uz3l2bW6/tG\n8aMLbrqYmsbu0SC7kkiM+oWFnCieTZ3d8j2STQ/Y5ljjadZLeBISkmcm78vVPyTeibskmtW72V3r\ne973emlvJtK1ru2ul2mlv1fw3tFlptSmikEItm/erBBd21nEbi5jE7yLDHGEu7oEXMdvDG8BEEJi\nDu8Fza3095Jlf2Dq+ptc6vdzF44b9JRcxXFlJOCuImuYIoCFjluo7oLqJEST2yWkU+UvGcC7psG5\nptc1jLRyvcmx1DVIbSSCWG7juLT7VDdR3Y1KO6lkt1aNbWyS4ljF8yvbTafa3MnVadaaE8NzI9zq\nc17Dqko1CawurnS7Mss9pHaTP5Z06CKaQT3lzC0b/a0mjupVS8XEEEuTi91Z6PlinpdXV+bTRWto\nrtJ7FqKsvd5ndWvpd2VtGtXJaXTdleyd7GMdekkYfZIboBIo4pbjTvMjSC+FrPPeagVWzZ4Qs8my\n3jRpLeFrW1tt7RW5u63tIRLaANqtlb29zNcC+XSYUZQ9hGQbeTdbxwv/AGnJbSo2oXrW8H215reW\n5jhKI0/VSeILPTIYrLSrOC1EM6XVlpRV0jurmVY7S2khe0iuIpbqGM+bOv2S1tZII447WB3WGS68\n81DUri+to4lM7W00tjcEQw2bMz2drdT3upFI4ZX8qR3mlmneWZUkiH2o3DRQGhyclaMUlZXblq/t\nPul07q9ttWT8L1cm90k3vfRWvpqnZbv7muwe81l4WtbVZhOqO8drZExvEkUdwGgMUVu4e+2wW9t5\nBujduJYrlIZJr53Wtpct3qpvGvbZJL57hY7qOGQBpLx7m2eX+xdPgHnyaiXf5gjXl1MjTSQWsk1n\nsTh31gwXMMOrRLd2EMtyzxvJc28ilXkEcWoXEPk3K2It4LZJUsXZh59wkfnATWENmPVdRujZQafP\nevOsN1P5un6je/ZbEOl8beKOS1nWTT7Gxs5Lm+ktgIYY7o3DXOnJa2tvHcqN0ui7Oyur289W721s\nknfR6g0mlduz3W12mr9PRvRLXW99esg0+20263NMGilkeNwJbpQ7y3Bt0DAvgRTJAA93Z7RJYxxR\nzXHmO8lxs3viV30gwiKW3GXjtJn09VS0iRLMxiO480ujgRqRE9sZhMhmMl0oeEefW2uXUOm2byQ3\nVnPcyyWjC1S3aEWtpDC0sEEGl2Ylhms2lgluru7e5nk+3RStELprm8mpXl0sEbrC8Fy1jNcNfqks\nUaQGWcR3attuJUt5NSsiGkd9rtb3NvY3CRtcW8kiabspWers0orZJbaJWa73srejhu5Xe0mlzO7v\nytJt3117qN072tZ9u3iLQ7WJgVtbe7S5ubmJJ0km/eLCrG7kaCABLeC4tLSKO0sNSs4bqR4oHlWJ\nLs3XnL3vkTuNUddTkctNexMkgS7ihaINcTSyOixxXkNxLE8/2h4oIEnup7lo2jMsMksY8u8gMDIt\nhBNLbw2ZRjM0t4kuqTFFgaZdOkZJIL9p4ILuNLhIHDRPHbUJ/sl1eXTPaPK9ij3jPcX/AJFlJAJr\nlrYm8d5JZNPt7meJjFHMl4wnmJltVe6tlUYpWurX2el0klqndrZt22um73ter9Fq2l8Xe0b6atWd\n9db6K3UJL1rma6DQXsNrbwWjW4OpSS2VnbZeH7KtijypdNYTtMklvai48iS7lRrWaS1vJ1nGoPqC\nPJLeqJI7eGSSW3tZLS3WFIkt4WgeOK4SO7llKSLcQIqzvFJ5kNn9pne6idpBpV0l3phudMhl+1RQ\nkyM8sltK9vBf+c8cs89kYGF6YRMn2qOBdoguZYYrjCL3EkolhJsBO66fc3cMN08iRTXNuYfLUo1w\ntssojuhGkFniG3k+3xtO8BtKSb7t7JprbTzdnZ20389WCa0d7K60s76OKv1unyNvtdJaLTejmgdE\nlaQtmAXylpkuGmli823Li1e5aWe5hc29yY4C+0xm9QG3hmlixlvBePOn2hYJjGyqAiSGYSMroXhY\nyZXcwsp3lmik8sfuYhJF9mNq58q7je1ZZle2ubY3EaK6xsCiMH8tXna5truN5WOnqZGj2lwipbQy\nvjG8jv3ZxHcQgJDFLaSSCKOeUBTtgjurdCodJhEJzOsG+JjtxCbhKim1vZK9230bT1atv0WvNuk1\noXZK23R263+e9ns79baxbasw5eaRYoJzJ5M5nuIjbFRcqGkLzPGltujZHnErKiK8EISNrZ0lhht2\n5F7MUuvOgt4bIiGeAA2YuoAvM5QTZhZvMjkjBmETQxwZhnljE2DZFnS3gQzCQ2xjkne5DXRjRVuJ\nYhqcl00VrcMHYxyQlGklKCyu1Eca1i32rTpeKI5ZILApBDu3zRMxkZJsxPC7iNWlnnmMkdrZSNAk\n1xPPdLArTPlb+SvfXTWz9b+WqSet2rK9pbNWut+t462Sa8rNa3SdknE2p3uNKkAjS6tpY5TD5gt2\nt42i2yedOuwGSW2lhlC4QSxvBP5ISK0ZlOFK97c3LBoY5ttyzXE0loghubiCOZ5WjWUxMhluDO1v\nJHHKrfv0jSSZvNLrm+D28WyRHZI2Z5ZHknuky8yhla5dmjRorxNsUz3LRzQW4kM80hBpRanqERjt\npLQSQNlxCLaaO0Mk4UxlWw8Q327pO0hjiSKKTzCxY7XaTTs0nbTX5drdb7vTbzG2tHeytqldWWjd\n21pa9lbfRqyuyy0yWclyS0k8s8JcNHuLR7oohCR/pV1EhDRwt9o/cybJHt2YRomMq81aWaVYtyWq\nYjSMLbkpHKAv2pmDJ9oWTzrwfZ2jilN0nlTQzSO5R8u4vAhLGK1hm/fQ4ZpbeeEKY1maKJCB5Sb2\nR0MrMxk/eJEkilLMyQQbH+0R3U7PI2MwpIFWMNuTYXjlleedw0qqqxwRRFC0sCKjvte29k2rLa2u\n6u7JK+mr1bVzNq3TR2dtbN3Wrsk3o9WtL6XWqNqW5YwQBWSO4ls4wWzEoCbPLZvs8jzuzKI50e5l\nmj2OS+6OZrllYmorCiRPBCrIiqwkl1WJ8hRndHFqkUaE9dqRoAMDHc4cuqMlhJJseT7LPFFGSYWi\nKu6I0JX93dM0TTSiTfFGGhiaSB2JWJaZu5hjbq+kwKVRhEb+1iKb1VjmG8e1uYSxJYwy28TQkmMI\nFUE4tNaPXbZJ2as10fR6ebfneJPmjHWVvd1tft0tJLq76XtorXR4ZYNe3F4sVtPHaXlla3Mc6xRt\nK91FIXuFRIRcRpJGIJZPPmEYVbWGzRR5sly5TWr6O3aO0ntElmsvs8kd47E200sl2sGowo0wdSLd\nrh2ZTE0KBJPtctnd+ZbNXsdTtjb30ElndRTIbq9vJ7aGE3V1f2zRxyG/vRDcRCwWWJ7NbGxg+xRR\nXkUiT3IREMcVtc6jqL3cchcTLPpyQx3F9p8byv5Nl9phNxZGO1tTexi4mgjj0zCvc2dtJa2scgT1\nqc7S1eis9nfdbNXSV7Nq7sndmTj7tlG91daf4XZrRpJ2auunR2OEm8Qz6bqAjsbhbJU8+C7mnhii\nQyS3X7n7Q5kmF0jTQwSzxv5800ULNBCBatnq/D8PjXVUupra5jiiiFvdG+mbEsheWF1aKRGknjvN\n8ZmEcLRzIQ814YlD3C9NpvgzQLPTrydobSA2a2817KiRo1yAFFsJb2ZQJPtotVxCkMP2i5LTGc3c\nLyj0eyupjLqNxdRw2OnWkdvJLcPpsN9ZwukVraPAdT0+4JsCUuoH8u1d7t5wtt5dzPaWss+1TFQ5\nbRgm2tZSSV3eKTSXNdvW15Ws7szjQle8pP0Tlb7Ol9NmrvdvR3bWmX4b0Yy2r2d3Npii3FzcQR3z\n7jJKCbUWNqqwXaSzys6XEouClkYog9yIY4m8/sxYLBfQrcalGInbbE08WoQxRXM9yixTNPZw5M6x\nyrqINu1zEWjeQrPG5Qts201He+s72aGzmtfKsbeKYx32qahZwWJd01Kyig09bayuf9Junmubpra8\nslkXUtY3TXN7a0u/vraa6nljigSCK/gub37HIlrMmox2jTWttKI528tre3gEM8ELSNp4jECI93ZJ\nccspyd9bq2q2f2bp3s16JJ3t1ujfkslZbbStdbXXd3tbs2npdaGtolrBqkOwz2GnNf3flRzR/wBn\nW9r9k8q/gbzHu7lI9McTQWscjtHFcPHqBv8AMlrbQCHqBo9+t9a2kUlxpl+ttM1rPafZpGniNpFe\nXMQngkSzSS2UyS6i9/qUEpWZY7e3aydHk52C5u7uwsY7aTzbSF9Su01BYw13b2rQSO1vpdlc6gLj\nyhZPCMw6Pbm0vGWFYBqtqC1y21CyjBtreyuLqW2iXT72SaS/aaS5kZ2ksra3m82CxncwvNDbTWdj\n9mhsdlzHdq13b3Obeu1lfZ3/AJUrPRO61Wuz1VtyrbXVr2Td4ptPk93daP0+zfb3TqpLS6u5YL+5\nuJZ3mKeZe/bbZgYbO0Qagbm9ME1s9np9q8Fkl7IEkmlmkfTp7h7i4lh07NbcabKsVq/m3V2IwEu5\nzBdxTak9vPY2qETJYRWot1mP9osZJBItx+9gvbKFMPU9cvWR4dPs74TWMzqlnetbi5FlNLALmL7P\npts0Xkxyzakk9vqE0kSWdxbTtFp9tPPA+4/9uyxtqV3YXEUxs7KPTtKnW5Fu1zZMq/aHEZlLW4a5\nM0NvePbwssFyn2eGzYRRS9LW+Svbqk1torNat97NdHHb5xvfWWtpNt97ppaJ2u/eZfhawkEzPBFb\nSG1e00/UvtV2wtrmGzuJry1hkntHe5CxWq2Wrz2tzFDc3Fw8NkkyLqkk79Ot7jVHDQrd6vZJdGSa\nSwa6+wRu1vJPa2sd3qEMh+2WWmW0lzdtJETFFMI7+Gzu7NZGq3izTrcWMbabq17BBdJeEQ39tHba\nhJcC0ZLGWeRLqe/nuJNCt7AwILNJDJazC4ikkuDk2eravYXJ0OyvpLe4VnEV1Z2Ud/aX13sObeO2\nEN0t7qUK3H9lmW2jmE73JuJrm6ij0u8RWfLpukle+jXu9d7ad9/kJpPRxfvO9uqd1ZpN72bbvdaK\n76noCXxuL+GzaymESToIwtnDBPcKptXzBNYWk0Wnm0ltrsSRW5e6hvNstwuyK9F0+LS7xkNpZTQT\ntc/arhonu5lgiiH/AC8vBcQi70+2iawt0uZ5U3t9ss/KijiPmJ5tY6hCs6vO9ysIaCWG1kMpkMjM\n90ZFilmiV0lWRmjtrguJ5WnkeRUEsadQt1NBPb31xbR6g0yz3on8q4nMIkAhgW4uTJDdpBdRPbbb\n6CPfFbsb6ztrXy/NeHCTlpZXvo1d7RWm/XtZ6JIaeybaasklomlJX1tpvdLS9+qVnsRreWVxBPc6\ne1+Y5dTmbTIolaxGmBZhqYdZS7iFS8brrE8c7/Zm81NRiezzHhXX2S81VPM1aO5LanOrSqskF15k\nKW8nnG1hi1KW4tot5Mk5j8y4lvJ7aO0v7OJc9F5sEVqJbl4LOWO6aBLbVY54JIbFjDDdarHaC3Ik\nZZILuRNOE0klvbtfRWsU0L3VvLafV7bCajb28c8MFw8f2OWNpdPjigN5psMltPfLpztqGmxyQqs8\nzG+1GCa5N22jwyXkd0atN8t209dfJaXvre/VaXTdt5a2ba6Ntq8nZq6ajstFe6S1V1ozQPh+dfPh\nknsIIEvLV9kV4Lu301oZ2u5reW1nl1DVoFhXU4LG0vIreE6W7nEVl5ouLXKi17z9JudNLILVYi7x\n3V21osLtJGPtJULC7B7q4tW+zW8Pn2s1vHG32+KO2slcNQmt9JWPTob+xOtILSRYNQvnjltBD5U1\n2bjdpenywQW1sNPVDZT3dwiXt5I+JEmuORbTtk86WzuxhmBubXVhdw3NpII7eeacRiaWKUvKhiZI\nL27aRLG6e4tEvvsUUudltey01V1ok+a7d3dK3VX0srNN0pKyaTbdm7a3bstEt7pt6p200s7HWTa2\nsV1aNarJq8E8ktzbKLNbWbUI3NrBLbXUNnbBrmO8Ig+0wwvM9uuoMXkikYXNzjpBeaxLFaa1d6nb\n3jlLlobqymstLaGGK+kjWK1s7aCaUCNrd7OW3e4t3s5G0+0ht55bcwVUstasnjt764dILUi2W2iv\nb0W523Pl3Esgtbq3a2ZTdvLPPc3MkKuYpb23dby6e92prq7ku7exM8ZkvbmV5o0isrK0jtru5tri\nB5BENNsLA5u5YkuQ9xZxWssdtaLFFZ20dHLypctm2k1Z7vTZb7rV6Wsr2b0lW667K8k11XbTR9tG\n+iS10o545bOawBs3t1JjEtsI7pCqyKkc17BexwCKFrGSK0toJlghjnOmrsuJ4o7YTS2sTSSTy3lz\nNGU/fx2ly1uIMyQy3DvLcNDcxn7HNJGIY9PkvY7iS5jhW4MJW5xbK2sYNFk1G4tYIpbK5Z1S5dPs\n12rmV9y+csVm1rO91ZXjRl9TupVggvpGtBK92ONk157XUZxAlw1um61uJp5ykOoA3MD/AGOKUafa\nXEql7qcCE2duk8Ztw0Xl3RjCScm0mrX+S+F3vutGrd9OV6WRdaaNX3ey3inZ7WVnZ30u1ZtJvrJm\nt9Mi+0w3rtPG0FzcwQJCwQy2fmQPDGz2l55UfmWjTWYvY3FqiPbNYmzjmpL+OPUJGl1IFJ5xfvcR\nPJCb1d0rzXFxIzSpexMsMLPcRhli8qacjToYEtUt5NE8L2TQytNJLb3TyxMq3MkdpAWtzDcwIsKp\ndQTRLaNcNK24yWspgitovsYkvWdfD+17QWrs486C8lDxm60u6a6tluFtrYLfxxqy6jHDfW7SWqak\nlvELlUaXfqtzLMm73e6aSdmnbrbf0V9NGaXTTeusXpZOzVtVy7K7u7WutG3Z3wr6VLf7ROY2SFIP\n7OhCX87tdymK/up4JbjfJY2Nq8rogKadMbVJRHaEiaaa0pNJ9p+1WcCRRm9iaH/TUmE3mRNp224h\ngR5La6eONBLKJTKzQtJdTvFamOFKtol08Fxo1/FJLc2bXC2djFBNbHUGZr1Ptr3BuZl8vScW9mbj\nzLNBJcvctbPJaOZNhU0q10qG9it5xNdXFzItrK9tcyIYngt5PMA0+K2h2brn7HaI6NOt4N91a27f\nYLkadr2ektLXb0Stu7rRN9tGrPYaWuvdarSz0V0kn3V7frrlx3+rNaWckrsqwraWtvBM5uCLWVri\nd4wlzNc3U8N4p+1SiDT0SIyK8SW8l4UmytQc2sKPjyJZfKuLdorQoJ/nuIrhFtpZJWvZLZNt1C2+\n3eVbO8d4VENxLbampXVvLfW0qW62dhaRpE1wI90lzFLdSJK0jSahd6VA7pK/kGCOKNYrZWkcXEZz\noaRq9rf2d81lLLA9onlxS+TYyRrCbaNrWKPzZmENwgWd7oBGtrkTTWibb11jdptK6V1p7qi7q1rd\nJLd312Ttvcrl16LWKvo7uyb00vFxbW7u4u9kmcZIXtnmE0t7IvnRvK17ePGqpJcxm2JtyXjWNrq4\ne5niBVTcOjYyBNBUjuTezTwJafuLXzXu5oIpHuGgaWHyy0aK8isCq/Yo2uG82Qol5CSslu/eTy20\nrS3x1dJnW3jimt5QPtdwI7uV4QVaMgCEpKgubS4lvDCXVo7iJGNZy3Fomo+cLexWWykjhbTF+xx3\nMcm430k6TRvBaGOS3Qy2rNfR7pNk4lnuFinVqba1Wqitr7qy7pJp27J31BRavd6ys3u7K63W+ifS\n1raWvYwobG5a5uWlS4MEZKLZyxi2LcQq1w/lGWHyoIwY7YSK0augaVZBHFJHm3sjSSorQR/Y4oTG\n05VYo54vLxE5hVnicyLM0iOJFAYWqBpTJFKnoaXti05azs3unUTotwsZ/wBWizK1u8vlSRPewRS4\nR4P3c1xK0VrdLHCpFG4s5tSBW8SUxRR/aPLjtHkaf7TiN9kF65abybgCZBA0nmafCQ0VtFJcCKVN\nrdWsk+vl31d73XdaPu6cdF53tddWlpo21tFb2TbVjl7Ox0mC4QSzXiQRSKIbiMXsabpZJI1lhlt9\nr3Nm8kYRDPBG7RyXEP2i3eFIi6YgQKllJJJcT3NxPLH/AGdNDIjG5nmSGKOZ7mK3uLWNpf8ATwjm\nSQyTXE4850udM20jQG53XNysSQWFtPMvmWcCWzxQ22FaITyrKiyeRNE0lqbaFYzHbRSlTmfbHSe4\nWNZIns7e5u57xRPIXhicBZ7dFMrSW9ukkq3ETx2vmwOI3ktpnxK227Pmd09Vbta+lr26Wt5Ky1Kk\nkrrTpZ3eto3372W/lfdsyrlElltZoRa2l3BI8Xn2sKWkrr5Atntp9tpJcMLqBXVoorlvKIDzC5lg\nWOKHVba9P2iSZ/tEdrv2Ml3bTWsVu8cVoZp7QeQkMdxLA8UobdPM88yrOVZokdqE/wBouWN3NNbQ\nywNC0iwGxMUlpvCoimOK4khRXgckQi+kZ1isVeHy2GJf3N5bpNO80Za3uJvNkS5RswwzwwObqDbK\nsMs8sgDsHdjZSHzfNFtcQwUk21rqrd3o46pN9tVo7dHcyk1daJbWb2ulGzta+umvLbqrEc1yltdQ\nkyNdQNGkiNEYYpH8mKQKp3RzwwqE+zIh2zRwxkld7C7igyp7ySeQubt3ISKIk/Y7gj7PEkGzzbgP\nKwj8vywCxVAoSMCNUUNvDEIrWS1uVWGaE3Vvc7Z4444nkMkqyPHFBHCIks0aGYG7t58lESZbhYzW\nN1byHfHFchGCldyxFiCB8zFrRizOfmZgQrMSyqikKBwajHRNu28U9FZdYvV6a2vfVNX5TGTk5JQk\n07J/CndPls9XbR6d1omfNWmBo7uBJJo45rlPOt7mecIZFjW4aKdVuZ51t4oZw6i7uruHy2guLWzR\nLpZkt+p+329udUeSG9d57q2fzJhBC9rFdPdQxJc6gFuINQvdZt5bpmnaRiYrdSBdWw1BbHhn0yVL\nGLS7W2NjfXEdpqiPNDPpVxdWl1bZs7y2MLTmGEWaFDAs15e6tczwJpME0V68El/SbuyVI9PZfOI+\n33UN7eERXRubi5s2ivL25iuLUw20lulhNEjSPAk7QHyP+Qlear2O+iTvol0WzVtU7O7V7JO211qm\n492m9E9LtNuyT21vddG013dz1S58Xw6jbzWV1DBFp2oz6o1ncHUr66umvWgTUJL+Cc3EZmEWoWFu\nJZbdINPV4xPNbJPJGYNXWbZp4Y/tE66np8kjLaX8FxJ5Wt311cW1xfLpERlt5JtmpRnTtU1uCJ7F\nobdI7S5im/s3fyeiRarqtytvZ30cNlp6hb27jt7YBTpunTT3As7yOMJf32nWU3kSCSaSdJdVaK2t\n5bWSW+l3NVtLW2jguBcTSWU2mi4hWVxLqh8lpRFqFxekambW3iUWehPZI7eVqFvOtpHegNaypPZb\nJa/rvq9dL6t/ghtNrZfhe90mmmrrur9rrs9S2u7qZYHjghW6treHT7iW1mktrs3E11Jlb+Z2S1El\n24AmgdofO2STLbJDaXZa5Ne6vPDdSLZpdSxzWlrf391d2EmjwpDdSLpsY1gzSaVDb3M0Ufni5kFn\nJbtGyXFra6pbxrWutU1xY7G7h0260yx1K2tptN06OGzto90N6YNKu7FL17fzLYl4vLtrV7mWCGw0\n6eOWfTnt0lJ7Se61SS8kaTfNa397dXL6LImi2U5t0uZL54ZbKCO3uIbP7PI99pVtC8kVikMVypE9\ntSb0b0Vr+eqcemumjvrrtsOzdrXbWl2vOKs0130u7brTWx1Gm65c6PYz3V5ZyiG6s9TWGH7QrQyW\nl3avZyW8dvFDHNYvPc/a5EuYBCLWRdMmnsrbTlkukbYa/puoeVZpbzLFaw2e6TTLa3toddhsr6Fd\nU8yS4ktEKXEMdzcRXN8sETS2cKSnRpLK5mu4NC0Z51ljNx/aN1pTf2o9xPd3j6pLa2rtc2Nxo3l6\nhZW1qktrMdPuLm4XZaXEML2rWF7cy3DOig8BTbNPgdtLmtb2KaF9ZW5WLyZZo7eSxvI7uadVu2kj\n8yOKWG0m+xtJNeIrCJLZNxlJx3dldxT00Wr9Fbt0tro2lL7PK3o7Xd7u11ZPfta9tlqkzetJ9ZFz\nZTeGrHxPcXrTJELm9t1Nxb319bSWGk/aWuLCS1E0sMd9qIWSR10qO4wmpajdC6hstbT5Lua8igke\n7htbuwv5ntwLmCCCzWNI7bW9USC7u5nRpI2laJbaZL42WnpDc3hv0jseSOtppkP2OyntXnjuLu3t\ndL0OIMUnjM9rI329beW+mtJri4unt9klr5GnWdhMqy311M7VdOurqFjqVqjPKXg0yG6Se6fU3lzD\nd6bZ2htFjZm0u3VEa4tLaS2LtKXiJn0aFTZXWm3Xf4UrWdvy6u0nqpaeitfSzVmn7tlbW9k2rK90\n9FrZs9V0yHT7m5tr+eT+yUdY4kjS9Op38dtbWmnWtnbi3VLiUy6rcSrCZ7y4htmlu7tI4bWGO20+\ne7aW6X1/DHpMN5dxSxfa544bh382JLd0+0xi5itGt7a0soJml1Ka3gjht7a+uJIXtkuHbi/D2uLF\nePdm4uFXULCW6vLE3mn6St1bXV7FHPA+o21tbSPZ3kdnavFY2ayahIYnNtYG3e6rsvDqS6lbiyh8\nL6jq8VrNfLLLZmFDJbiKOWae5bVrFUkd0xd6TY2csoSK0ukW3hubmbUWly5btvSyatbutGn26vVP\np0E1zK0bPSzbk1q+W6WtvPu0m23Zo1ri2aGHT7eWKOCCayne2kVbU207QXz6crQSWG29uf8AUvNE\n148crRLLLHatbSRC46NybV5VY2d432VZpi8qCOFXEdrGV1Yywi6uIBFJYRCaSeAzQxWaPLI0caYN\nheR2Wp20koubiC3ivYIoLeCaKOKBdFuHhs4ppZRNcak9yfNMt5ZzWqwgRWtqLLNyrUa4SaGSBLGG\nYSzXskN7vtLS4WBbMwwyWCXMN1FdW0EDQBpLxTqF2sEMcd1PapJKN3Satrfdp3WltE3a2900lqyX\npLVNWtt9nXXRJu+2iTv6tI9AiWzvY7a61TSI9Iiiu7b7Fp1naxyJe6bFeTTXF1K13JaTgxl/m1Ge\nOW31GSVLOK3ifTbi+t1nupIZLjRFvZYVQw2t+sS2uqsulwX0F7c3NtqJ0pZrcWcdpFcyvpk9t9pj\nWOeLzLXSImuqMXijULtsJptrem9j0gQQx208AurgwWMelwWMa+SlmkrwyLHHpuJdVk1GP+z3jeG2\nvLLoEgd7N727igt1gg1K4/s6Z9XmNvGkmnymGxea2uE015JPLhim+2ahNMLmbT4pTrUdl9pzWlt1\noov3la+ibVr+rdn3dmtE9bp2TurpRae8bNpJbWslZbW2ZYvZIjFp2nRxNJbi1tp5luJrwy6lZ3kV\nstmyIL+4MMenw6ZY3SPJcXdraxRWfMdnYnTYOYW60Ui5Zbo31zZjTpdHiuraGC2SwvVWK4g+1xoJ\nngMNyt2y2dzZCS4vJbqxhmtWu7uK7FdCQW8stpPeosMbvHe2NtHHczQCWdNKiFrHDHFZT2cL/wDE\nzgdWvLt31WWe2ZRJFlabNfXOox20sMEFnJqd7fvfaeiC+s5tRe2hu7i7ht5FdmD7IbiVZ5blUhtn\nR428xZqSTcXttomt3bW7bt0b626q+iV1frZJ6K9k1HurdGrNpWstFvevpY/JjCW5SKVkXUprnUor\nd3mihu7m3e3hEbXUrtDujiC3c9vaRzeaVS6v7aeTQ1W/Kx6f5s7q8FodOWxEcNtGkV1cS2wuLea2\nuo5ZZHsJ2WSW5/dGwiMkc1xbQWd0jZNBF7b3KhBIsTW8iTSLfJY4jmkntxnyJrSGOXUUgRQ81sbi\nadHtgr2sV3LmX93azXUc11aJHExliaZLtppYraSGS1LQxw5NxcwwzQ/aI5Jnmn8uCe+M9480trNo\n3cVvdX6vVK12729Vpays7aNcz5bvol26qzsk+rb2ezbeqGzSWOrDUYE+0SXUcdvaK155dxZSppto\n6P8AYm+QtawQx26WyM0txNas0kxtpC01y26tbSQ6qttp8J1GC18ldl/askczSNK+onULoQWlrb2m\n23lsYljvI4ZfPtVmlW0k8qG2u4bdlvIZIIJbdbiGWBo9RmEcKQPaR3ltLbsuy7UM88jRSKkaz2ki\nQLJI0kNvXI9Ogg+xKZre8ZPtV9azzBIJrszbLjTLZFFx/wATGKO7luXurmS2Tz5J4o7JJZI7U522\nsn2S36x7bx0aeqeu70KVm7u7vZu+jveytu2/W73T5db4cKMym1+1Ikht0MaaXeQzSwySXMkjlRbJ\ncR3L3KbGtlupNSuWsYp55I5InunGX9j1Swnd01TUsy6XLbSfanaOXTvLeOH7Hcxx2crW8q2yyXNp\nYkWMSzyxYuZJgI3sJpl1ZWU13FLLbw+T9ptbydriKV5FFrbzrBKgU3FyZHMV6kct0zWwkP2coREs\n+m6NK1zPpV3pt4mtWaX1tE0dvZ3mmC6QSNEzf2db3W20tYrOOe7kE93HAI5YbSKWOSJlb0XxdbNc\nurva91o7LZK+9urV3qlZc1uVu7no9Frfb4lpptskrnNT3NtJcwxalBJeCKKG3hS2W6nZ7G0ZHulH\nmG6ubOza2M0kpmnnNtbxoZJJJ55zUj6xBYvHfWVqNPjiuIrS0hvNTuHtILi4gIe8hjuHhvFurays\n4hI00ryJexbbS9knFlFP1Gs6NJaqNNfxEh0y7uZptUWynR3RnW1S9uZtLinaG1ebUJLyJyu14jEl\nvd77uRisE/gvQbS0ju7zVZYdWgmHkz2WofapJZDFZadfy2/nw7YmBe6QiOGE3MMV5dSmODDspTgr\nXk9Vra9ukXtZ2s3vG613LSbemuvVtXsk9m2rK17J22XWy5ee5YXkz6Q8d3cNPK8V3d2ls8RuAkCw\ntam6gnEUkICSRS+bG8M63Dt9n/cwrsaVBZ6cZ9OuLia/1ddQlsjPBK8YSQwLbziSeSKaKTzJ3n3u\n0cP2VVtzPE8DyW8l6yjOnahmz0S21C3nadYHktJvtN0UWK3hktlsLp/sM9xPeWH2eVbq8n+2XBRJ\nLq1tNRt4eJj1qQ3N/IksccEt5cpMlqWlaM2FzIY0gnaYHbdXsgZry1vZIZIh50EokAhiS1Vo6K0b\n6q71W+iTtZu1r7aLUpaSTvZxa1tovh1tq1e9rbJXVnpfv9G1W2kZoLbzZLtDZyB4J5zekyy3ECtJ\nJGFilaSbzbdDDKwcW0cckCM2bjE1vU4tHuXihs1jl04XHmyXsK2ojtp/Mt4d9qjQKAsU9wYPIIlj\nkBh3m2swj8c+pOLxZvsqrh3Z2ulyIiYLsxvBcJI9w8cEqpO6SIJ3kuZoEuLfAdcvXLkzxyXUzSi+\nu71xPIbe1ktJw1xG48yOK6ia1is1W4HkNHHHKkIgWbbAoRxhadteWyTT11ckrXVr6J/Lo7anPLl8\n357WkrPld0rJvdK7100T7C21CKe1gur+9lhtWuLl7NgojivtgtUFpZQoZVW5l+0Qlv3sdu9lDbye\nY37tq0nv7q/0mLVVuU1V5087UJJbdrO0jeOAFYAJd88paWJEmzbWmnW920UFpDLBhI/HBPqN4402\nWaeaygvZZfInYB5bm7RYRJFFtR45Ss0sSy6esTRMiRlMWzOO0g0HWdZkms7DSBb6cLJ7kJAbcRC0\n022WS7v0g8wXNzghpTcXQkdrSPzAIfs8kNvbgov4rXd7tq1tE19mza1aTto9FfUVTm+y5WVuXW7u\n4OLtZ2ildp2vb8eqgv0vvKtktIxDbrDPCy3EE0Vkk0n2hmkuFS3tfOkikuikJME6wRLBIwkghWbm\n/s51KGztry1QI7xi+kkgkS51CPAKpNcTSxJKI7hN7NFLDcACKKaUtDFIJn0KOw1K5hm1e2ubtbVI\nZLK0vEec3B/czSLcWcM+mNYTws0trNFMVm06ZYrk2VwiJI68uJ7lo7S3+03E7bmjtbuGN0tru2uZ\n2ed44VmBhS3MMkdo0zmDdElyipLbSTzyK9ou0n7130so9XZdb3V7at3kWm1a97e8ujs3q07WbVrX\n0XlZXMCSytp7MojeTJBAkvm6jIynCvOTLL5q2DTXa/aIYIoVRLm9kjMUFvCwKpka3b29xCqoiC6t\nZZpp5LK3kksrcefc3D3k88d3doYYmeOOCK5ntYFiiiaWSVrgXcXoOpeFr4Wk0cl2yXFldx3t7CkB\nW6E7WkNywZppIYGWKWVFG21SVYJJJ/8ARpmSGPh9NVo7i7tJ0tbtp2vIrGQtbzXi3Rc3JuH+0K1t\nCzRidCzXFiqAqkkksTXRt6i7rmu249VslaOt3pqtdNHpbRa5SS5k2007K2i20s13tqlZat9Vc5G3\ntoiHe/luBBGrCC2tbszxxKixi2tJNkguY7SLUNsElmI4ZYYJSGtwCIbbTOjxyEuLKGXf82/ylcHP\nOFJmi2qv3VjEarGoEaAoik7F1ayf2eFtrMW0ks+nMUlkWCdwBNcPb3KNDI0wtCxz5ZuVSRWhFuiQ\nPGeNWwurjMyQweXIztH50M8knll28sM63ABwm0KAAFUKuBtxQ+93ZNJKzlulq0mmm+Wz/wA9uebS\neqTTcXe/V8rev3vZd1ofIrava6nb2U+qRTSWlrcTSWcMMOqRx3CXNxPK0VzeNcajeXF1cp5ckZVY\nxHDbyxW88kn2t06C51aynJ06ztIdFRJL+5l1RWaFr23eOyvRYS27S32oCxtryG0n0u1lmE8sapHc\n+Xem5ubThId80RRZ5IkhlxFDdPLLqUh+1fb5JJ2jaJY0jljZjKElzeSzCNZHj2p3fhvw5q2vXFvF\nBd6ZpFnaxsE1XXZfsuk2ZjkeBhbxwG4knvJZZroxsbaVpJVvGNwIrWeWfpXJZX127pJrlSaSunfd\nq1m1d2RqubRXetu+qbV7O9t1r3Wi0djV8PtdCYXFx59kjQ6kttJDFd2EaT2en3UkL6cttJZQtcWa\nthLy5uIIIZWCrM0GGTd0zW9Th1S3nsbuWa4eUbXlkN1c3UzFnZi9mqOUSO/kWdUt2uZEijupXZ5d\nkDJdBg05Ta6dcQ3unWAC61rekImo/Z5LmeW3v7gPqcGms0sc0cw07SXjtpp4oZ5oLkRqNYu6GkLf\n7pmTy9Nt7kxG4uJGmbU5Y4ROt55jbdSuCsCalPqNyscP22bTIZnkaCC1EUIpR+JdVp/Nq97bJta2\ntsr2im0WlJ2u22r2emjShzLul52et7au56lNrDXmjxa8NYsrJbO4g8nQ7C6YzvBDdi2b7PHd3Fzc\nTJHa6y14Uu7C7kjs/tNlMsdlYPYyc7Pd6pq0itLaalcW8cV1eC0luIEgkityt9fRkXEdrLcmy068\nt7q7aCdGstIBlmggtI0ubflbfV5t9sfJeHTNMTbNPZBpJir31wkMt1K8WnyGI/bILO2VJ4rezmmW\n6tDY6rdbR1kVje6/bQ3NvdRR2Lm1024lE8KyafDc6rHaW0V1FZwzR6PHcapJNcR3s8X2p5pJrq4l\nZNRt7jVZveydu61vf4dntppu7Jee1JN2SvpppdX7qSbuo36L0i27HSeFNUvk+1XGkR2sbySLazNe\necLWMJY3sE89teTvBNJdWlpK91psFpp2oSN9otbi5uZmsw1/vQXeu3Wpu2j2txA5lsLi4u5XFzpt\nil4LLUHnvJna+0+ztbuW3mnEt/FO0lxFELvT7fUkjhsMrw3b6HfW1rb6lql7fWWj2UkqaXFFqkkx\nm1G4L6ZHpYtry0E94ftZjKyAMDbHVbrTtS0+7kvK1ZdYW6EujaAJrOxaWR0021l+0JDp0l5C9ylm\nqvFPeLZNNaXDNPczX0UJvPtD2aJIplu+101a999FtbRu+unk3fvPK01fVNpO1m1azvZ3Su1e7Wid\nulnbuY9fu5tMWHWLzUmgtYmvrtLTOnaTez38xW2tYJoWhgguHktp2v5pbW1W5uFurl4bl7lX07Hw\n7bafeW8GuEwahLb3JCma1WS5luby4tbi1s7x72zSP7Tv825vbiGe1gmiltmN0IzeVmwS63PC5RJ7\nFm09GikW1FzNdQMZZbi5kvdN02xZNKhng1SWV7jC2aGK3MlzHbCZum0LxINEurNr2W513VI3W12G\nHU4P7ZmNxq8l1NHqWrR3SRTkOJJEm0+0VUs1vrm3FzNeWeqK9k9lZWa21aWjurRVnrvrq1uPlbsr\nNPRq1+lldWa6225rtO3dV47dSFgFzG0Wl2RxPDPHFFsinnjuLqGJJBDcqsMyFp7uGG/EC4ktEtra\na4bvNOu4IpNKt76cXwa9jee5S61G0hgjK3SaLp15PLLcz3UM9u4a7060tzbyWsyrCkUi6nDP5xaa\nT4iu5Fj+z3Vol3dvcPfGRzpkemo9vpc91aXSyDTLiRmhhS4P2tru+lmtYrNmkniS69IgtILPT9Yu\nLgaxHZxwXBlntLnSbfU/sBvpI7dL+9s7e4Ie2vzNZ3aacbWG8uNOEsUtrBpv2h5lL3Umnf5Ja2u9\ndfi3V23bXZiUXqk3y6XvG/WP2V0afxWskrXbsloHxBK8F7H9kvJNYa2sYZI7eW3SD7Cj2WrS3F5J\nd2rNBG15HOp1G3tnhv3/AOJdC8omvb6NV1XU4jaR2dgYLK4f7S0l1ZRyXtzHYXckltqCSbZILWe5\nSOCC5tRNc6RDdGW4jiuooobWPj7nWJbm7sxbRxWGhXMRs4plt78WkFutpbzZGofZ45dW1CLzLxbq\nRrqSW5uLW/MNnZR/6Xcb93qtnp9pEWljK36ypp2opHeRIqva2qRW1+XlimtdNmmBv7OxmtorhIL4\nXT/ZjcRRAtFaWdr6aWVm11Vtm9LvT7VtyG23dNp2dkujjZaNvb5LS6S1Oztdc1efTWiL28jwvYMU\nhmu2WOWGG80+zH2WK+spPN8sO91dJpdw8Ext4YHVpZWklt769WSK5vLzS7+5tls1uWv4Xigke5F9\naT2+nWhWK2lismm3RSXFpp8tnqEMCRK1wZlkisNT0rS9MS6mh0+O8e61CKwF5Kkt/Bf/AGLzJdS1\nR4sXr29jcWlsY9PK/YrWVooLmzllW+jbP15dOS3tHW8tzNcpNe3sUlmIXka8tLdFinVJSGiXyLeW\n0f7W8U8dleu091HfTxslbW3dNO19dLLd6emr8yfeveW3V7X1XSyb0ltqr6W1R1Gq69dXiWqxLqZj\nnmSKaVLIi+v9Vnnltm+yqqyTGO4F1DBLZ3TXct20serHZHd2ghxLaG+tr1/7J1O0ur24u4tMuYIr\n23SR4IPNtI47xpIFLKEGEvdQurZS15G1vcTqL+a1xIvFN/qlrFp8JhnsdJv7fyo4z9gsmnuUeSWM\nR6hcWy3l6LoxRQ6L507mNLqSwWG3shYW+ZN4jimsEgu4Lm0stHs3uh9mt006J7u/t/M07UtWe7vL\ntLpprq2vhqUFpBbqUt4rDRpLgXGnBxWS2T1SbWr76ptStvZbN6XaTbFFvRXVlF9I20WjsrLptJNf\nElrFHsUKa1eyW6vbobdL60sDdXt7bLYRSXN7ZtexXF0vlNLLdym4lht7G7u57Vxq88FjO8bQrAlr\na31nJeXGo2lpJNNJIipBJe3QeFJVuEe+muDHFGzNcW7PCZpbi5hCQWbpO0knk9j4pim8+eQTTXF1\naf2fHfG6to7CETQR2V7FDNItrY2CXbCOe6UlFS3FtatJpkMc15JsXHiCOxvjcRSGRrSNHkme6gza\nyx3isJ3urK5SQzm5YQQzSX32pFjQy2dqiiKNJt9Oi6NK2i97p1Xk3utHduLtHVNOzd5J3+HRJW6u\n6STaWqTasdJfXs0K250yW+nuRI405I4AssFjpdxYyWWoW9rZqPLtlnTUWht7i8hvJZbZdUmsQzJd\ninaXJg1ezuQslvczx3M8j2sNrJc2kcQJaOeES3ajUDtxDFcxvH9jNvdZgiE0WmZkWu6THfJPapqD\n2NlP9mnZoZHR45jCI/td1ZvCrXCQQ6i14zRGCe6tbh50vUE1hNppcXL206KkkDM/nG7bUbS5+3Ew\nzO1veqLWydrM2Btk+xOgZ7mGe+vOZYbOwelrWST1bvFXvbdSvsrX0eyWt2HvJXVmreejTu7uzvd3\n6vpZpJtbkuv2baXDp8NtZJZ6bPdT/wClyWkhltjJp6BJ4blUSVZLnbPCsqyNGsaSM0tsUkE+naza\naXc3V1fzGB3mkiWysGtbbZm3vkkCR2m7ZcO91c29r9mMtmYbqVZFijt4zXD3dlePKd/lzQXunR3V\nsk1q01zbxPazC5njklLQxsYpbuKSKG3tmDASSkiW0YWbewMapZ3u6JLR1j2rBcXX762lt55ISbeU\nWVxPBv8AKkSRvOWcTRPMqiKcLljffR6v7k3e99XZp73b6dWpSUb225laLdtLXSd1b7OvZdLadZo2\nraVBf/bxcQzyi2/0TNxEB52pC4e5S4s5dGt451t7KVo3vGhkt4Ht0WF55GRLfb1e80EwPcTyQQ3W\nmy3FnBaLo0saRxQyynVVv0S8exg8p55rkC0mltdRgv1AurO1UrD5xeXBllsC1tJpt1bMts0QuTbT\naR5ZkvZZLZpwhaZLky3UzCYWjLcGe4lgYytFl3GryzPsiNzOYUkFvK9ssjGJWv1AWRGkQsXWWSWY\ntNEJIbUJNEGieefZRb3sktr2tdK26dvs30V30bHzu3W7au0k0+VKy6afFbdLsti9rM90QiadPHdh\nZ4EgSEQWmrtLNHq24iMSmdYvIvJ49Sh057mzt4bfTZbxpZY4rmbz65/tKWWGP7PdxMpCeWbNo45T\nBcToYWiZgyO8ixIPKjE7XEBtTGPtdwidZdjzIA1uUkZ0ItnYwQrxmU3ltFay2sUJZJhJE0cNobgQ\nLHGsvkw2kuvYXF8tl5/lQ3+oRQW2tPI9rp/2SN7eMt9tuYwN1xqdsh2LA0vmBhiV7i5trm0dqKir\nxsr8rSu1zWt203Vk3p52vc5pO17tq26Wl3HZdVqr9rptNtnnOt6P4gkzI+ntcpEnnGFWSd5IYIY7\nZ7ry41ec29sqLGyW6LPbWotZIJvIkhasOO2v5XhY3U1pbwRXJlCxQWzwBLeVY9yXstrO11dWbOix\nmNHlt3DWsN47xrc+1S+MbdRaXRFvM9tayWflxwtbSbZL24u55Jby5t5hZSxxwtuaF5r5GMFtb2Lr\nMptsXUdUtr2XUJJbV7i31P8AtCe8tLxJnlFvdXk7QaZFdxQWnlpHKftBaB2ghuJYp7eaSWEMyVSf\nWEdWkuWTTbb2tJN9F5vq0r3twi18TbWrTaV7WtfolHVapdXZNnPaVpWmwmaKxjsBqH26e/XXZcPG\nLNLSV7+1TTWmgNwVBWJViWG0lZboMl3Y2hA6a+e6ItNLt4bwwXeEs7cylXuAWRJoEnilW4uFuCZ0\ntGjury2DPKoRktpYZct4Ly9uojZ2caxTvYyW9u0NnHYWNleR/aoobuCFJTJa3EheV5muLny/Kkmk\nii3StbP1LTY9OmS2mtYbeJbYXtrMlrOftCPLcxxWz2+pytHIty1w87REzyyWtrGjbdxlkOZNpybu\n03bVpX0XTvay6bpa3HrF2t9pK7urxvdfJrZ7taO7Tsuo6gDe/ZrKBrVbtNNeNGmtXV4Y7m7a6SBY\nzA1rdTzQRm4aygXfKsywvaRXixJz+teILy3miaOe9kki037Itw8Sx2RskKXkVu32WSORrw28zRb3\nupZobq4cxRJLNJfR60mnyaVdQ3WjNcXDH5Jrs20huNOaGG4snSVAYPLkYi9ZEmmtzILZbgosbyyt\nk31wtxdtHaqtxez6RJby/bYzNF9suZSguLjzblmvYI7MJBMmmXFvE11cywG9RbW6QVHlvZLmik7r\nRWstbp36K2r1vZLRDblq9U7pra+rvZWWm+umq926e+nosslpZ3iXulxXt2bmeOW2ijuIY83k9p9i\njeRpLuW8tSTc2CmxRoWlDC0STfayy1Lqe4eSVLDTJbaf7DDDeW8Us1yI7rdFHbzTILiFo1mvZ4HT\nzIFeRWFsR5V1NBLmC2vFH9qx6fJFbWOpC11GBb3e6W0kNlaNJINVW4WFrq1gn0+4QRPaW1l9mdre\naNJjJa0xorO/spUvEtJb3TrPU0vxewziG6tRbxGXZbRR3iz207SWzLJatNdCS5kllhULMX0bVm21\nondXX2XFN3t5avRK9mZybuk78tvO0m+W7Tavq3r0/EyC+u28Y1JWlkjRrF7cXsE93pExLXE8Aup5\nYrorsYK0MDSrDtNzHO0QVLe6hGlPqIF7NpOtJJcAMy2Trb2vy/IGhhSylVFcKH4lm3MxYzTFjI3b\n6O+p3+m3dgzSXFo+pRx21na6Q9rbSWcUr2c9xcXDX5vpLdbOHdcWbTW6vcCS4jvFltZ3bgr/AEjx\nRpF7c6fb32oNDBM7RtaRSG3YTn7SWQ3kMNyzFpiZHkiTfKXZAYypMNc90uVSTWsXK7i2lZtcut+j\nvbWzskZWemriml1i+kddU91drrZKyPhRb+4M8uqQ2tnNZ29pDc2483UNSEbC/wBzSyaz9pFxY395\nK1xNIkkkM8qajLf21nbXNxbpLqG4v9Q092E0dzDbveXEEKWtlI6xX0kL3ccVxHZ2xdop/tcNy1lL\nbq155O07IrNbmrpGj2lnob6nPqdw+opFJftpEtiw0y4uWXUYmLM01q19FbxCx8+60+OS2h3zljJY\nx/2hFd0nU7KK2ntdba8k3abqV1YaeCtsLq/urQmw1J5LiKMxrfXU76vfsLpp7lEt7UpFC6XGm9Kf\nLole3LZ72d0mlsmm7q99JJppaGieibUdYpaWS0ae7Wmye7dtVdb37fxBdaVa3tja2NpE2pedcR21\nxZRXd/aoLa4t7uPSN0NzNYW8UF3JDdAzrc3ktiDqU00MBFXNAiF/aWJvL3yk09lNnZ+TFCk6zfb5\nrie41SaW107TPs0kX2aTUdTlluViuY5REbK2hU8zp84K6girbSx6hOsd19lJhS9aFJYimk6XbhUt\n7iO5uYWQWk620csxtXt2015bIdUNTjubOK1+0adpGnyuYJmcyFzdL5T2s12NNkudQub+GafVzpVz\ndmSO5lu71hHH5UttdJ6K61vrZWs9N2920k/xet7lLdXV5Lfa32bttR3svLmvG2yTsyam1zM9pOlx\nZMn2+eC2hvbm5uku8Xc9qtxPeS6XplvZx/aoUv72SS91EiK0uonEF2kA6C5inuntZPt0dxCb2YLe\n37SPayywytPqGozCQw6jBJHG9sZYUsXupbNI2uLpdQimsocOC4+2W+naXos13ezTrIIoZo7u3stj\nGCC5a5mure1tI7WAaPbvbXTXX2G2kt2udQk0t7Qq3SaVJcack3heSylk1Sa/lttRvNPMV3Iklj9r\nt5tFtJXu4bCS3lublrm81aG8e31C5i0URCBo47m9Tfoved03utNXdO3Rx2T2T7Wmk7Jq9kkrJtcq\ni9rS3+5auz0O006XQtN0Wy1KyikvdcfznEmo6o17plnNHfQtIl7YWFlZyXLarbibT4ZL3UnaVJJb\n2S9s1tLOO+uaeYGs7yS6s7MxT28umxE3DCaSe7jjjvdalWO8a9mmYs99aYt1tGunu4oJIE02bTrb\nG0DTzq9xcaRFAlzfWMFw8UUXmxWUssNzJClqUlfTLeU6gLRsLcLJbQIbpb0LPK0cFy0k1hNNt44L\ny/s0vtQSC4WK5nktiLnTrGaHTDFbSPYw2cNvp1lJIt/HH9pudNklWFF0u/jqFrJ2fVaPR2umreu2\n9rW0Q9Ha6eqWqtd8yXNpbpo7rdXTd3c7SBIrafUVGoWjW1009vbLBZNLBZaauoXllYX2ozRx2CjX\nL2ztrPU7Pykuv7UttT0+2dNmy0td6xbw1o9vrPiB9VtNWu7TTTPDaxTWGoXMb6rNc2Fv5Udnc/Yt\nTsbmPz7XUtM8yQWkriOS21C2y9/i3Xw5k1MXWvC9mtkulljnuLnSr2G+vJLSeCTTorbTtPTyr+91\nKxhtbYX0FrdXmtW15b3FnbXN5qLy2rrvQb2G1srO4e1ht2uks9A0wfaF1KL+1r68urdodO2NbzQt\nI50mdJJEmfU7y4WzuZH02SNZUtdZJqNouPV777Wae6tZ6veV3LWlrNylaV7ataRtZNvfd67WuopI\nt6b40l1C8u5J7uWSGe5uNRvVIuhKs97qFsjeTd293pdwyxwC2stMg1PU9WM0jadZ30xsILV7H0G1\nbw9Brurrb3LRW2rxQ3SxX8/2V7a+FxLfXEVmXtbuW01DS4hPo8L6x5VzI9j9us7rU4dQKxeWpJZ6\nLZPe226yuIpLm5v7l7gfabGeK2j0ezuJNKvprRo5vsuo6ht02KN9Rsp7u+1K1eG3tmtoroutaS+g\nivzHaaHq2pTXF/akpaw6p59xGBFZRQWMc81rb3kMjSWMcbWN1f2ywxRW8DfareX9pxd1ZvTdy5l1\neqb2tvte6k5OXdqKS5WrPfWK91u65W5Xs297yUrrSy61b/SLj7Ncx3cttBJcOEt47XUItM0nS45r\n5LKS8t44bufUJInu5IrpJ5bi/MGfMDXKW40/S0m21nxL4h0/wl/attI4Ml9FJdOHs9PtJVdrUzWk\nWoGGW/lCsZEF812loum2NxqBk05nsuJ1a+0VrCSxtjeXBs7jztPlmuYNkdjfJb2mrxm0jlv4lmvV\ntbWdb5GguBcI8kn2eGySGe/p/i3VNRg07SLwy6bpmmA2clzaXL3dz9innSG8licm4vJ4J20+Oaa4\njYwwS6hbWNtJcW8WnmRptq+tle0rOLWq1aSd1qtVZt2V7rSXba/LJp6aO7Tjb7eyvaKu7JJ2tY7f\nRktbXXdae6e11bTNIs1tVa2u7GS0ns/t82lWmoultLPau11aCORoIJ5YrDT7tBcXJnZYrK1e+LNZ\nv4LZLe71NYrSdLsTrqEXh+CKzjQosKxWlvo0SpFCZxOq32m2ReWNlgklSKZeYl1eedINLsoYYtPi\nxEqREs6ahaNF5eofalnge9mMf2pIZ7mS5khjnjgeG3ts2pARFcafB9jF5G8kMmsI99FLLKhRpLiU\nG3llt2/e3S2p82S7vIpI3kuDGkHl25fduztqr3XLpF3Ub2V9Ha121s9G5vZq1ryd3zK99tXLv11e\nkdbrS1ET2bzzXtrNJEkz/aP9DXzbxXk3xfuryOe0Zo5mZUaCSZp2sprgSNLZXblNyayS/wBHTU74\nXLLZ3TC306yt5pLu91C7WT7RHFFbzWttbywW8G+7aJIxaCaytJI3klidV06DRPs2oq1jcXouBpap\nPAkFj/Z6ODCtultLdSNiZlby5tTNtbJbLc3CNp5uY0HSwPrunzyafPbxaZqmn6fpkNrb3EptrubT\nrq18+zuLDU/tlxouyZpN8ejLex6lcQ2tzIsBa/S8FOSjbdS0V9npayvyro+r6Nq97Ak5XvaKXKnr\npa1nbe/K7u6Tk9ObYwtP8OjS4Jp1tZLYtFbWkU9ifLtLiaO5aV/KliurmxECXVvIbaeC9dpcvcvq\nEUf2WKPlrvzIrm8LvPcC2kjgVEhuTpcLXBjEcVissEkkby20LXYa4u1S4ENwrNugtbMd5by67DFc\nWcTnXrWyF3PY3VpuuHmtLAGO01A2lvbJHZw3ceowTC8vEszcPb39rFdCeUwW1Gfw9q95cQSnRTav\ncyPBYR3KzW9zLFaxO5nit57ZpY7aOS3YXTWzyTW8Vtbx2aebB9md3VktG9Gr6t7Xdmla+z2tfaz1\nlJt6p8tkmoqKv8MUvd0clZWSvFtPVtO2Ra/bo7u21CXFjeboru2sbixW4Nv9kAkRLpJrRbO/vBZ3\nmLeGZoY206EH7ZFrEMcKdhpuonVpLy1RNQ1e4vpdl3dXjXMRtbmfUrOOO/tY0ks0a8iub6QQpDd3\nVpLcXcKiyeOIXAXS/CpujqA1fWNLhsLSG7jRgkFzPqEkFxH5cdrbv9pXUtKivRKYxCbe51KO1huI\nbWa0kKJmaZcPf6+mn6dFewbNMs4rqC/muZbIETwT3Pl2yTXtw8dylvYQG3tbiG6SWCVrSWwjjhto\nJ93pvo3d3VnZ3bv0Sb1d7fa6FX91XtZbNRTd7Q0Suuaz2S0TS0TO40zwvBdR28OrSiwvLrUFhtXt\no5FnvGlWSURRmeRbg2cU8unKIrOxSW4uNVjikWbSXvLi30pls9LjstLtptYgtbg3ZmWRJ7mwkHn2\nv2pYvPu7eebT7h72CS1jWJQ8TK0c9xcRiLT8O7utXtLzTrfQdR/s+aGK8nd7lFgghuLfRwL/AFGS\n0eBr2RG021t72C9v7OaNr50SwtA0c6Q6nhezvr6MX15FKYL/AFaCHSL/AFW0drdorZdYuJms7lkl\nkdIZ2uiZZrky3JeG5uY0+y/brifelu1orq3+HXVqTt2doq1+2rdoqyur6NONv5ZdFFd29JpSvd2d\nzWnt1sbXTryaB7+0kuY3Z5g97pka34SKNzgJ9vNxJHawTm3laLzrW6a4t72KSa1FNNJsbg6tfahq\na2tzPJZyT3En9oWf2YJM93fXMsN2Yp4praCT7TbWvkqrRxJe2WpLby2LpBr0895ZTNealNdrpmut\nFiVjqVjc20NtI0M089pDb2zXmrtM93ItqstrYNcww2SrIXS8zbXTryXy4beCGGxtnurTWLy0Nqsq\n31ppRvHnSC6u4JDbQ25nVlvllHmW4Il82RrG4a2upK7a0tZN77Xjpq+mr1bTWhF2esZvo1om0+XR\nNK+ibvZ9XZO6bl1m40K8m061MhsltLyW6kjtrOzmmTT5kS7tebK6tRI6lZUvNQeG5uS2nSpN9mnh\nuLSzzDoF3qK21mkNzLa+JZJU0q6sb2xS8vJ4p4pLlEsjcXMf2GzktUlmubiNYbiygne1klja0WfU\nu/DovYjbyXllb3trpty4QS6dBqWrx+fMYYrGwtLXS5tLgPh61S/u7vUGk1LUL15fKCNFqT6X1GrW\nOmy6hDNHfXMMtpdRaXY3pLrNjT21iyvb+0EFy8F3pctwIo7O6YSx21tcx22maemq2ccDP4Vy627t\nXV9LNr3bt6O1+/XQblzNS0vJxtyteV+Vbxu3e/K7rS+ll5E9reWCpHdywSXpvUnebfIsjyvaNBe2\nMwaCSF5VtHu7fzkus2jJewg2jOvn9Bp2h6jdzQ25a1ijSZI5IprhYftF/cyG9gntIzcNHIkVtJbz\nx3Jghg/fG0jCxyXssdLUE1GVZLS2uFFpBa3Fom4zXk1pZQ2xggisPOkuolKw2dlBJPDBme6FxtWz\nBgtzX0uVPs1+bZzGNTOmabJM8xkaJEhktdJWwt5vme6860nR7OK9jt3kezghMdpB808l1urpbuyt\ndpWW2ltt9XZNMrnjolFva6Vndvls9I6vRaa3V3dWSOitLCSwWAzp4fk1BVlitraaO8sbqyjjJt5t\nN1Gd7TRb6DUd9vEWAKXel3FtLDdxW09+zmhPeWqhtS0yEXUV5Gn76eCfTm1CxmtBL9s8gXctxd5u\nJmnkhlv4LY3txbGOxuLy8+xrMItAb7ddxveyvcySRQajeXcaQxXjpJEtjDdWsUUt/PZ6hqFvqFjY\nwH7T5g1aVv7Vs4rVodPQI7PUZ08ySzuTZXtndL9kkt4ooZ7Gyufse9xNNcxS+UFtIozNC0kLkLZ2\nlpFEpadlvez12V1pZbpXs9H319De2nnGzTtr7srWbdpO9uqdr7X4Ipp8OsCxg1F3MlskFpcaLc7o\nptYktmRZbU3trYTC4kuXJt7eK3naEXcbIGnhntF5qTZcX1vaWnmz2skS3wQqqQm9s7RIkuEhuLm5\nuY5bqdJJo7VTbyLZ2IhVmgtkCe5a/p+gT2cerW0en6ZZ26vJPFCEt3vGDWiWrxGWIMrxy31y10xm\nmZWjnga1jmhK2nkeqQ6DL4g3aTbXukFNPnFlb6dAFWWT7PatZOunS3MNutukct3JaRsTbxRxWpWN\nImMkjVnd2a2u29muW13qlbTa6Xl8QnO1lorN6R31UU2tXd666a7621wWvbs2VzAlnc6n9reK3n/t\nI3FvFHJJffaNjRQsQ8kkLz77SFtjXEl5cRtPIha0oNJZwW1lOQ2ofZLvyryK5EUluYbyKW4RYrdb\ncF5rnNu7XxYzO9tHGeLm2a36Fre71S98Rx22pzx2813P9vufOlubexj+z3Fs9rA8bI1/YwW1+9pI\nYJp7u7sLiKWwtFspZrU8qqatfT23kW1mtyG0u2hma2txb6hHpsYhZJ2mhiulmJtLsyzAlrKOKSBl\nX7ZFLPcUtfhi7qUnzaO8Yr3mlorX2aaWtk7Gbk97N300VrarVJNabb3vfot+ibX3tdKu9Iju7w6h\naX15LczzXEskiOtxEbFfIhu1g2whrSOzxE/2NLRI3FwZbR4prLxTqTWsLRWCXqupc3NzoNvqE0kj\nsWlDXaWqq4ilLxJHjdbxotu5LxMTRi03Vr3S73Whdut7p8RtjGbNWu2QvFdAW4IbTrq3tb2x3iKV\nruK1vYvPjia6e3Y8EPEd9bjybHxNBHax5EaNLeQYYnMpWJY3UI0xkaNlIWRCsiqgcIsOM5K1KylG\nXvNRutbSktUlvy8r7K2tmS5RXK5bOKsr2Xk9X1T2bve9lsfn/Dqc15qEE8zy6oLeNJGivJZpTqt4\ns8ixs8DLIxiZ552MbBpryR5iYp3mDP3Ol+H7m7SOa5utOD3H2b7Dp/2lpL6dr0r5MM1raD+0JyJL\ni1vJFsshVib5JVRIYOc0Wa1trmwttFtLO51aSW2k86/sLe7hnQXFpcWcM8csctq5mkZFkiuftGl6\nmsnkRfb47i08ndjtTpf2Hy5rZHS6Zb27uJrpzI1rcW4jtLiCIWsr2NqY3eCGwlnkIeJrj7NdrpiJ\nabskrX0t7y+/ulqrNPmUtHGyTOlO1rrTTdbNOO+qjeUVdppxdr90dDp1lDBbfaC8Yt3W6htri1s7\nqW0jktLKBnuI5hcwXU9w91dwCRC0NskUkRuPtlksNul/RvDN9ql5Dpt1O2nRT3sunf2nrNuIjFqK\nxfZLOzkF59iGm+bMTCJrnybEQRX7yuP7Mv5ILBvbeGWwutJkjje0uDdRWFtLp9ommGbU7ia3ltZk\nvb4xnzGthHm4nns5HtrSfVIJGg8vqIvFfie6neykDNqeuyRGW4vrgHUYNOnEV3Hp1ur3hutNi+aa\n0ubmGVUW0gj0+O2tJ7K5a4fNeyTs3pZvWyau0l15XrPZuz0swum/tJWSctGrJqVtW1a70jpbXdnT\nRjQLSz1PR21nUdPSGy164gs7OOWC21K7tNNtbdLq+vLxIZQLt7e4N5Zu9su2CexFp5lvJaxVdM0i\n9ju2t7KJ73VZYnnnfTLhZLmwgurgW18Lu/dbldIhie+vEkmWX7M1jdx3hW6MqQz5Rk1zWJNQ1abT\nEvbKGe403UGaKOxkh1C4hubmbT5nWO5ltLqZDdS2t1cC7EUccwZ4dOsZXtew0bVZtLvb+5s1sNHu\ntDsxLeaxPqGnz60DHcRvFFBbWcEtvM8Nr5VrFZb7uXzbu3OoyXtlpRuNFnmsm+ZXf2XKTtorK+lr\ntpaq923dpq4mpNJ391rVWWqUX0Vnra0t+kWumv4U8G36zRvBbzy6hbzXLTW8b2b2dssipa20WpaK\n9nqj3cFvfxfaJtEjsruyK2LrfTTZtQveT6loLS2Lmx0Cy0zTHsNSuYLbULvS9SW3kSybU7fRb+4t\n3lurKys4ms5bdr7TLXUfEEkUcdxa28ljHqHDS63JqPiG8tri71LSdJ1WBLm8uGSGC/a11DUbJFnu\nBc3cWoTacy2CQJDfa0qzXNtp3kXlq2qNplcpeS2q63G9nbvqdpdGO2sHnsrfwyNbu7eKO1ivNQmh\nub46lYW4jVLG4sr6/jv0ngv/ABBKssd1pt5Cd5NPfS0k2raRb7qyV076R07tNt6c2tlZO9rtLl5W\n23rqnbdq118Ovo83i3S2e+HguEaHpM9vZynT7+wGsX2ttaRTu95b3RvM2VvF5Nlo2nHVpVsXs4op\n4BbXdwbG547VPE2vtJLrq3Yu21GysdMMD6Rafa1ZoBI1lawtFqFvCZsA6bhrG4a0tZbaOSJ7eKIT\nw+HdRkk1m/bWNI1Mi5Ola1IkUDQ3MRtdQV9a0HfZW0KWkMc1vDb3V1AL2bUmv7m3lfyIpRzEutQW\niTWunTSy6XbSQXcF+l1b2V3JczpcQaXdXawxI1s8VjaQTXVu8pnXULICG8tZZ4JZ4lrqt72atsk1\ne3VrzWru02i1ONnFfCmtdkpaaO7u3s9bbppN7dvDqD3MmrQNYyWjSW0N0GXUnkXTLK5guLk/aGv7\nqAXLvMNP3Hyjq2qQ2sp1GVUvJLvTov7ZSKEz3V7Nd3N4l3HNHaMXlkum3wWeo3N40EsyXqXkc8kd\ntaxQalLbXF87XdjprFb3H8M+DdR8TX0umWNzbxLPFDcxX+qTvYRNAWhuYrto7WG/ngWa1uIZpp9k\nlskIsiZ4zeSpH02gWNva3VnPeXmlxtdWds8P2u2gv1WG6VlurbV4hKEYSebJqSvFO8sclvau+oeZ\nJhT4Vrqklor3TbTu0t9N43evS9iG3fdqTb5U02m7taXUtb3XvJNtXbd3E3/EdvZ+GLPToJUhvb28\nij16+1J7ljPLduJtNS1WK4WCKLSPtlne3ca3Fq+rXsdrDfTLavcW8EePpMd158b20su6FZ4pGu7d\no12tCsl00QjtolxE9qt0ZVaP7DMtvI92ZLKHyt+y0KPxH4im1bXdQisdP1DU9RlhmYW87yaxfWOp\n38N3JaWkKSyQ309rdyzw/ZbOxt5k1K3jvYLkmCO3oXnR6zbRWk7WNtapaLeanceddwXdvYrqNvdX\nSm91GQTJpdpPbw6fDZ/ZpL+50qxlmtPtt9fiSk46LW7V2rvbTTZ7p2Uba9dHYxd37y097lUm93Jp\nXTbVmnfzunCydm+i0vwdc2Fvpkl9qelQXepQr5drLci3uNOkuLqXaJprqO4s7q4u9MsbO5kivLzS\n7ZZLtrdIZrqW3il7lz4a07VG0+aO3stRjm0qxge+jvLiHU9Gt7m0ujqOp6zcX+jLHc3EmZmvLTUE\nt5LSVbRbeeSMXVYunawl7d6PL4ft9Ys77SdE1C78SeINQ1jUdQiuNTsrzVo9FRIWnhiSC3vbZtQj\nstHl07TReJJpl1Z20ljzL4It7b7Itjdz6SL6G9vbO5lh3G5uJZIPEFzcSXeqTx3F9BoNjaTTW97p\nmkz6dod9qM9zHfzRyrdWVvLbu1dKzdkm1r35bu6d7813eOqVk5Cstm7t8umjXK7a3SbjypK6spXU\nXom4ncX6wxeFzc28dtcNZXskVpeaUq29nLE+kq00NjBZ2YGrzW9nBYi+vTd7ry42G2FxE+D1kug6\nJd+G9OV5NJutXS+jaSOae3tLBdWk8kzXssktp59xeLdT2csF3qFvpyaXYXVrp00Dwxav5vlsV/4r\n8b+Itato4tUs7XTwo06Kws5I202xtbKzc3VxbKk+mrGpsrXUtX1a/wDErRQNexyWNnfW1lbPdaD6\n3of2LWtGjSaxtZZXWw1e8exmu5F0szWVjcWmnyCKzOqJp6i4m8952l1EapDaWukm8nt4RNpP3ru9\n2tXK11bV6a3SaT1b31sJ2926WrjZQtyuWjbd7STTsuZ2jZWsr3VfXGvvDPlf2Jd3jXd5cXdpZ+GB\nDLq8F9NAktnqGpSu10suo2l88N3cWNrPBDptzf6tdTabY6lJpGmzQrHqWm6dBqM630l5Lq8c9wNT\na5t724tdQXV4pYMRNZRrBFaWfkWdlfz2ljb6lazud08D3dpZ85d6zrmtXd0ZNXkDXVtLo8enzW+m\nXIltvEl/qov7a2Se2lutPvLpY4GuUtoUuNWL6PdN5l9Z2YePxBoNtoFrbtdzO/ihLS3e4ub5LrV/\n7QurR9OiuLe2uy8UPmRpc7nEUk1zDFaTotzd/wBpC9SoppJO121eytqrOzVtHbdWvpyvow5rpJa8\nseb3pb3cbK+6t7rTWzd92y1byRy2qQXseq64ulx2UUNoYp7OC2S4s7SSaW5c3B8y91S4ghtm07TS\n05tDNdXcyrBDFJ21h4JudG0eTUvEV/YWlpElpJIkt5cwNqqm5L2Vn5N3HFeaXaSx2tzMVlW/EiWm\no3GyeyeYychbRa1e2eh2OlvcW9x4gd31K51C4s5zcWlpBouiarfMU8q7tY7A3GqwRRrAkt8lvbRz\nJciBrOw9I1rw/oUL2F5c+KphNYTDT72a4tTFBqyWGq2sE2pxwXvmfatTRpRfSJFZ3Al0zT9Nvmmu\n0urpoxyWvnu1d6+7eyaSu76t6aLa1ieifvNabcrVrJK7Td17srappNvVJmU888+iW9vptn4f06DV\ndOttH08WL2cUE8kV6dSttHZCDPAZLLSxZy6vcLDaxafaRWaXUt9Z3b3eJqWovZpNBpa3EEEdvb6X\nFEkVtHJqX2y5tZtQm3zyB7SKO5t7ZIpYJGWN7S3i05W06GaC2fe63a6ZcSSaZbQGe/l1K7uJbaOc\nQ3bSXMUlrO0F5eFEjtYmv8ebpslsbxLa6tb65tRY/aceC2V5rqy1CxW5uIhOn2WUmKGS5jeRprZ7\nJLiC6lgt0t9RDpbGxD3/AJxgnWztY7WAi0225e7dWvdtW0d35J2WnR97t82l4pXab1trZQtbfW6b\nbaV29XpY6S2eFLXUJRpzm31K00ySzQrdTRPd2+q211NDDBLKbhRbziXe4vLy4RLrT9PmtVuoZ4dT\n7RNZS6Fy8lotu9tcWl5YRXl/G8FtZaS91f3drp4XTLWYXtzb2cca2+o3N1Nqf2rS7do5ZhbXEfAW\nPlW2o22nT6wIJHt43vLcQy3tnOkclzbSy6nLZRRXM6C1tY5ILbSLaN0lkVbe5ihubuK2tX0uj2+n\ni4i1SRNUt0tXSyLeTY3nnfZUlyt+EdIEtUiFhLqK2kSyw287G8Xaly209FZ9b+915WuqS26JO19d\nyk22m1ts00tLJbatXT2bla+myS2n8S3cun3FvcWFrqC6vcWdxqN+bTfJBJYPBt327rrLXUdkUmfe\nColspJ7gxRfbbe2u62lT/wBqW9/aQ6nboP8ARrW7e5t5I9P0+1R7i6Nh+9keK1uNS1eOxmWEGC5N\n+kT2y20cLJa4FhHeq4MjW0t4qB4HurCO2tnZLdBahLWOe3lkUvHKVt4rWYYjYPDNDNO0exo1isou\ndQ0a3f8Asq61bTJ79dPVLPQbXasckn2ZrhSJLKKO5d1sQkq2MFvbDa0sbRzn3L4Wnrfpe97Wsu7t\np0Qm2n56X5XbW0dXbTrqkr21s3YydX0sWUl/pd/rd3aXEWsRFrOO3jvTfY1J7a6njuYtUSyjls9L\nuLuZ/t95Hcpa20Fvc2+jXmo3ty+rqe7+0kaW4TUdB1C5S9s77Tpbe4GrXFyunxzx3tnFK7Wlheag\n2nTxuQry2glVne5NrcPlXH22y1lb9bG5WMjUIbZpLjUdNe003TYUkis7eGWV7aJBbDfcW8UouoZd\nshka6a5a17C38O+fa2uo2yfbmafW4rl4btxYte3FpKlzbppxghk1O5tbaW7/ALFubH7ZFfXtuslu\n/mOhnadkm30t0+K6TUXFaaLpdLbbYb8lJbXvLW1rq91pre7eybtprzF7C+k+VY6LqyWSy6fYrfCy\n1DUDBdXkbRNPcxiWK2tGNvNdaY0dvp/2rFktxPKkdxsWO7BpF5IjFbhpIZLYLmS1mtDNKbkz3KTy\nu0DWcSW6WqxtF9mSN7Wxm+zSxLFFcXIbe0lktYJb6zuph5l1rKWjGcafq0t1d3jW0t3cw/bGS7up\nQDC95aRzx2bK5vZ75pJM3XftGlCOK3uLZnktYpCTbWM0EUCMl09myTzqsUC2E1zFPcQWyOkNu1mI\nIg9hqoE9Eknq1fR9Gutk16dnpqxt+9d3knpZK7vonvdq977Wk2lfv019b+Hr68kia1vZ20+Oe2n0\n26nhfytQ0mMFpJY2lvrm8vb9hOhth+71ORI0kd5IpUt+C1PxPp0lrpGq2ujPbzwrcRanrH2OZZGS\nY3NgqxSL5kUkYt7a/niFwLtbdYpoZbiO3LfbMwamLy7la5isb2yuI7gRbWuIPtDXyW4ZJjaW1lMi\nySWttfXGzbFa3LC4sLd3hGaN6lzq2oea8cTwLbLHDb2uzT0GnQCOOQ21qkyRpZ/ZwU+1SvM0Sxvb\nfancztDSilZttt3ve+ytsrpX11f2bWSetpc3ppZXurN3vyppq60tvZp7PS7uLrcNiNS1C80u1W1d\n2ie2ttSWVjBeyi1tZpZ7a585poY0U3SW0s73EyalHcTWztNE9zyWqPd6bb6U8roUZJorOWS4WG8t\njFcyztNEIGgu4LDUbGSc/wBpLaGa5t5jYzM1wZ5bvYvfEF5eZtrtp/si3dm0Qto/IUwP9muZrW4i\ntFmvjIwURyyJbXgSWae2zGRFFa8Te3KgYWcRzwXEE8qKUljNvcrD5skdvJcW8DTyrG8A+0LHbhph\nDMbR5YS2iT0WmiT1va1lFpy3ttts9VeyYlK/Rvre9tU07Psrpu1r30fn0snigafpmq6Dd2E2by4d\nLu6sUFtbwCG8trkC2glsLOZdRheSGW9l1C8v5bi1NjBNZwQWey884uGtIJnjgijjiBBjS3tGuIgr\nqHGJWmU7zu3SxbIhBKXgEMIjESW1L3cUrRJJaKAiNI5geM3DFo2t49yyKWaaaOIu0bLLNGyiQscC\njOjea3lamIIyEKRywJK+CinfvYqdkufNiUjMcTpGSSuTNox0TcdVflUpO903spLpdtLTTZcvNL9/\nTXTW71tdJJa8zfZPytdvRfxur8fvjskbQr8avi0sTvJI0S/EfxiI2kmWRJZGQaztLypNMkjkbnWW\nRWJEjA/dENl8Vvgwvw68QftceNP+CgPhvw38X/gp4e+Jvwb1jwj4jsvCnhPx7471vXvAvjrwxoXh\nn4veLvHniTwfrPw58Q/AHxNosfi74m6XYv4z+AHxW8fafaeLfgx4yg+GGreFfiF+Xldj4b+InxA8\nHaZrWi+EfHPjHwro3iTzf+Ei0nw54m1rQ9N17z/CXjXwBP8A21Y6Ze2ttqgn8CfEr4i+CphfRTiX\nwl4+8aeHJN2j+Kdcs776B04OycI2utow1V02vejJWfXS7TdmnaS4eaS2b+bdvXRrVXdn0e6aun+v\n/gHw54K8Qat478EzftEftt2Pi74L6Z8ZPixH8Q7z4z23gPTP2oPgh8O/hP8AEH9p74On4UfAjxp4\nd0/41/Aw/H39n/wDeeLIPjR4guvj14C+Dt8Ph3fa74M8YzfHbwV4c8OeD+N7b4nfC346/tMfBu3+\nNH7U3xovv2cdJ/aD0XxL400r4wxfs++HPh/40+DnxV8TeBPDHxI1rVvFOsfF+x8V/DrVLLT/AAX9\nj8CS6j8KfHfjn4wfE3RfgZ8PPEl54r/4Q3Vvid8JS/Gf4w3C6XHcfFb4kXMeh6NrXhzRYrnxx4mu\nItJ8PeJfhl4e+CniPQNNim1N47LRPEHwa8I+FPhJrmk2yx6fq/wx8MeHvAOoW9x4U0XTtJtuM8Q+\nIvEHi7X9d8V+LNd1jxP4p8UaxqfiHxL4l8Q6ne614g8Ra/rV7PqWs65rus6lPc6jq2satqNzc6hq\nep39zcXt/e3E13dzyzyvIyVOKveKd237yg3FXVopxhC6Wr95Np6JtWs3OTtra0Yp2c/ea3k7zlZv\nystnZNPm+0/hz8Y/jD40sPFU8nxc/a3+JM/hj4C+P/GniS5tP2gW+D3hb4N+LNG8RyW3h/xLrviv\nxbdfEzTviF8NZLN/A+nQeEpIvgr44+Jnxk+IPh/4MfD7Uz4sbwXd/Ev6g8f/AA5+M3wr+Cf7PfjL\nxv8AE/8AbA+NvxJ/ap8Y/tK+AfgNovw3+JHx2+G2ma4fBVt+zhafs0/FDwl4Y+NH7PSePfi74N+K\nc/xL8T+JdJ0HwPZaSfiD4U1/4YaHpfjr4afEfw38R/B9r+OuTjGeP85/Pv64GegrsLL4i/EDTvCV\n74A0/wAdeMbHwJqZ1dtR8FWfibWrbwlqDeINR8A6xrzXvhyG9TR7pta1f4UfC7VdWM9nIdR1L4be\nAb68M114O8PS6c/Zw/kg3trGLVr7WSTttpdPTRp6pczvpKSWmibWqSTa17pva2uqet/068GXfhfx\nL8O9d0Pwv+1Z8f8A4t/HOy+HXxMstF8AfCf9oP4sabL8ZPjnf/tRfB/4K/s+aZ8O/hv8R/2aPCvi\nDWdA8RfD/wCIut/GKL4deGPFXxF+LvxH0/wbq+n65Y/s2X1hNDL0HhpNRh/Ze+B3xCuPjZ+1vqXx\ni+Mmo+IvD/hnwZ8Kf2yPAnjHxv458f6zD+1t4F+Edj4b/ZK03SIfjj4a8L6V8Yfhj8B9K8cePdc8\nU61D4p0Dx34p0X4baRP4t1Pw7b6X+UWnfEDx5pGkXXh/SvGvizTdBvtMl0S90Ow8RavaaPd6NN4l\n0DxpLpNzpkF5HYz6a/jHwn4V8WtZSwNbf8JR4Z8PeIPL/tbRdMvLWvo/jXxl4e1nwf4j0Dxb4m0P\nxD8Pbuwv/AGu6Pr2q6ZrPge+0rX7nxXpd74P1Syu4L7wzd6b4pvbzxJYXOiz2U1nr93c6xbvHqM8\nty8+zXMmoU2k27SgusZK3uqL92ThOL5k21aXNFOMq5/dacpqT6qT6Sg/tOUfehGUGuR2UrxtK0of\nq3+1J8Iv2nfhLrHxl0f4d/tW/F/4zaF8GI/2O7fxHL4H+L/xA+JeheOda+P37Ffjb9p/4ifFXwD4\ng0IaTY6v8G/Btj8JPiNrGjeJb7RIbu3+FF1oGua1qEsGka7q8vi/x1+J2mfDT4seOD4A+KH7X/jr\n9nnx34Bv/EP7K3i6/wD2h/EvhLxJq8kt3N4U0z4jeOrnxL8C9Ej8YaL4b+IHhP4ieEvHnw58KeDf\nBkMPivQdV8LeEPjp4m0Xwvb/ABH8cfF9/wDGD4mat4M8QeANZ8ZavrfhbxRrPwk13WrLXXh1u+ub\n34EeBfGPwy+D8EGv6rDd+INO0b4f/D7x54l8H+H/AA7pmqWfh+30CfS9Pl0uaDw34aXSIrT4v/Fm\nw8Q/EDxbY/FD4iWXiv4saX4t0P4p+JrTxr4ktvEHxL0Tx/dfbvHej/EDWYdTTUfGWleNb3/TPFun\n+I7nUrTxJdf6RrMN7L89N04tx92mkm+ZezV2nvZuT95PVPSLiuRx5n7RTGTSldzbaSi+bqrb2ivd\ndrNatN8ylyr2b+rvB3xC+PXxDj+HGlyf8FGJPDus/EfVbPQrzwz4/wDjN+074eg+Hl5N8UfB/gvS\nW+JXi6/8CSfC3R9Hm0/xVqXxibX9K8c6/wCHfD/w98DeL5/EuqaF8RG8J+BPFX0x4Rh8WfDm6+N2\nofGP9p/9rf4lt8B/2dfFfxH8WeBvhN8ZfiZ+zn4k0P4m6Z+3j4W/Yxk8EXviD42fDTxz4kttIuvB\nOv23xVvoNd+DPhDxdbyeINN+H3iTQvDOt+HvEKy/jsGIIIJ4II9iMY46dh+Qr2rX/wBo748eJZtH\nu9Z+LXjq41LR/DV74Rj1qDxBfad4g1XQdR+OOv8A7Sl5beK/EOmyWmt+Nbqb49eI9R+K39reML/X\nNYj8ZQ6LqsV+knhrw2ulUqdH3rwT0SiuWFou65m9LyVrpRXLb3W5aNSTc7JRdkruTbd2na0UlotX\ndt366NtOP6gftM/Av9sH4OftEftEfATTv2yPixrviH9mn4V3vxK8b2Fh4+/a9+KWqXnhfwt8Hfg1\n44vvGk+o/Dn4JXfh3wJ4d+JM/wAUtRHhxPHGo6d4K+ET+HvEHgr4sfGB9NtPA3xS+LnU/EWLwvpH\nwi/aB+I/w6/aP/a7+I+h/DYfCvwl8NfEV5/wUH+FPhbSfFerfEaP9syeH4z614MuvBep+LtFj13Q\n/wBnj4beIdP/AGKvEJ8FftL+H4/FPibSdY8U6taP4a8TS/iJrviPxB4pvoNT8Ta7rPiLUrbR/Dvh\n221DXdTvdXvbfw/4Q8P6Z4T8J6FBd6hPcTxaP4Y8LaLo3hrw9pkci2Wi6BpOmaNpsFtp1ha20XX+\nL/jJ8XviBaXun+PPin8RvGthqerR6/qVj4s8beJfEVnqGvRa78QvFMeuX1rq+p3kF3rC+J/i38V/\nEo1S4jkvv+Eg+J/xD1oznU/GviW61NSpwslGEFazbcI3bU07pJKMf3blCyVtU0k0nFRckleTulb3\nW7L3WrK93bms0+ZO10202n92fEXVv2irPxt4t03RP2wPjtpGi+Df2TPgD+0x4k1z4gfEr4+eJW1H\nXPjB8BvgH461rwnb6p8MvC3iqz8O3HiX4l/GCz8EeANX+JKeD/A6SXPhbwx4u+JcXiLUtLude+p/\nG/7OX7UHwp1z4pW13+2l8cI4tS+D3xf+J/7N/iCbxZ+2B8JtF8Xal8J/iD8J2sfDGp+KPjl8C/hP\nonxa1n4ofDrxxrXhX4U6f+z/AKh4stvFHxw8Q/DHTbvXNC8O+LNK/wCEk/F2L4n/ABKgvLnUIfiD\n43i1C98NW3gu7v4/FWure3Pg+y+H998JrPwpNdi/FxJ4btfhVqepfDK20RpDpkPw81HUPBUdsvhq\n9udMlbp3xM+I+j+Mbz4h6P4/8a6T4+1DXrfxTfeN9L8U65p3i688TWnifT/G9p4hufEdnfQ6xNrl\nr4z0jSfF1tqsl419b+JtL07XoZ01SxtrqKKtFSmpUlTgrycounFqzq0nZW0dqUKkU2r81RWso6uj\nJxpqNVuclFLmTtzSVOScm3qr1WpOK0lFO/vWt+0PgDwtqPxj/ZK8e/H7wZ+3b+1/N8Svh54MtdP1\nP4Map8VtQ1PXtV8d6V8E/jB8d9U+JdnqOneJ38K6B8PbPTf2bv2gPA9l8G/HPjHwt8V4/ht8NT+1\nFpninXvEnjr4N/sa/FTN1Lwr4lm+Bvg74paZ+13+1VrPh3XfhF4vvNW/aFtf2jtSn+C+i/tZeGf2\nXv8AhrC9/Zn8T+ENd0Lwv4i8I/EbR9J0mP4E+H9J0j4i/EjSvi94m+JWl/Ejw1498JeLvgz8RP2W\ndf8Ax7i+LnxWgkv5ofiZ8QIptU8PaX4R1KaPxj4hWW/8KaJ8OtV+D2i+GbuUaiHuNA0j4R67rnwr\n0zR5WbT7D4b61q/gW1t4vC+p3ulT7h/aC+PLeH08Jt8a/i03haKGW2j8Nn4i+LzoMcE/wrh+BU0S\naQdY+wIk3wPt7f4MyhbceZ8JoIfhu2fBsaaKusYUVyt04vdy92C1s1HltFJJN32StZOD5Lym9RN2\nlZXVlq9Lx5uZu7d4ppJ3er95KVo/qz+wn4B+Pv7Yeq/Bfw3o/wC0Z+1NrWp61+0V4W8PftA+Kfh1\n8e/jjq978C/gR4givoIH8S/C3T/gL4rvtP1n4g3+heJYvCvx/wBH+J3jj4KfDrU5fDugftGeG/hN\nY+JtD8Y6xL8A/Dfxw8R/A34WftNftPfHn9v+P4T+Nv2jPBHw0i1zwD8SviPb6RYfs6zeCP2k9R+M\nnxg8NeL18NfGWfxFqPwV134D6n4o8c+A9J8FDUvDvw88D6xPqttHb/E3wb4u8KfkZpfxl+L+h2Ph\nPS9F+KvxH0fTfAOseGPEPgWw0rxv4m0+z8Ga94J8QeNvFngzW/ClvaanDF4e1bwh4q+JfxH8TeFt\nR0hLS78PeIfiD451rSJrPUvFviC51DG8OfELx94OsNY0rwj448X+FtL8Qpcx6/pvhzxLrOiWGuR3\nnhLxl4Bu01iz0y9tbfU0uvAvxG+IXgu5W9jnWfwn478ZeHJQ2j+J9bs76KlKEklGCjZ0m7KKvyTi\n52vGVlOCcWtdW2nGLUY1CUotuT5rxqJXV2uaElC/vRu4TkpJ6WUVdSabl6uv7Wv7U0Uss1p+0v8A\ntCW8s8ca3Uq/Gj4iCS4YII5PNkj8QRM8TAkLHIZNkZ2Mz9T+pHgj9j7/AIKN/FPw/wCD/GXgX9t/\nXfHXw08feE/i747+G/jjwh8QP24PHQ8b+DPg545+Cfwj+IWv+Gfhb4P+CPiH48mCz+KHxw03wANN\nv/hHpuuSP4F+IXjG80q0+Flh4a8deKvwwr0nVPjL8X9csfFmma18VfiRq+m+PdX8T6/4507VPHPi\ne/sfGeu+NvEHgfxZ4z1rxXaXWqS2/iLVvF3ir4ZfDbxN4n1HV47y81/xB8PfA+s6tNd6l4T0G508\n9lBWUYwSTu/dTbS6Xffq3d2ulZtSTlJyu2907JWUU3bXlStZW0Ssr2bvaz/bD4Pfs+/tD2ni74Ee\nEv2lP2w/2pPhdq37XHx4+M3wF/Zm+I/hX4m/FqHw8/ij4Kw/Fj4O67dfE3wF4r0PTPjb4Nn139r7\nUP2afCXhvQfE3g3wTr8PgK6+MT/ESy+Guq23hvXdM8S1L4m6v4a8QeGNd8V/H79sKPwL41+J/wAL\n4rzxH4p/4KHaJ8OfHnhL4c/HT9nrw18ULLRfE/wrsvg78XPjprGh/DrXfHlpd69+1x4d+E2o/C74\nueC/D97ofhj4NeD/AB1420uw0D8mbbxr4ys9Lv8AQ7Txb4mtdF1Tw0ngvU9Htte1WDS9R8HR+MbL\n4iR+E7/T4rtbS78NR/EDTdO8dJoVxDJpa+MbCy8TrajW7WC+j1b34o/EzUrK/wBN1D4h+OL3TtVt\n/CFpqen3XivXZrHULT4feB9U+GPgG0vbOS/a3urTwN8Ntc1v4eeDbaeN4PC/gbWNV8JaHHY6BqF3\np81+zo8rTpw5nJWmoJcsX8UeRSSk72s+aKtFqy57wzvUUr8zceVpwb3fMuVqpZuK5bqS5ZXbTv7u\nv6hfs7/FZvH2oQeL/jV8ev20Pgz8FL74q/GbTNK+Mmvftxalp2lLp/hz9n7x78Qfh98HbXSdL/Z8\n8a/EDxl48sPHlj8MtK+MPxx+GfgPxlonhPw/8SPBWi6h+z/4d8UfFP4YNr/q3wqfxH8Uf2rPGX7H\nvib9rD9vf4JeP7v4k/A74M6fr/jL9pPwr40g+GPxr1G/0z4S/tG6d4l8GaJ4x8O3H7RyXn7TOvWX\ngX4Saf8ACDxf4V1rSfg9q3iH47fECbV9E+HPinQdQ/EbQfEniHwrfy6p4Z13V/D2pT6R4h8PT3+i\naleaVeXGgeLtA1Pwp4s0K4ubGaCWfRvFHhbW9Z8M+I9Lmd7HXPD2r6noupwXWm391ay7Xh74kfET\nwjNHceE/HvjTwxcQ+NPCnxIhn8O+Kdc0SaL4ieBH1t/A/j2KTTb62ePxp4NfxN4kfwp4pRhrnh1v\nEGttpF9ZnVb83Gboweiil7vLdKLktlzLnhOMmkrrmi3pZNczktFJpa6tO9nezS6NqUZJdHZ63u0+\nVRf7A3mi/Fgah8Vra3/bX/az0jTX8N/sl+KPhvpM/wAW/H/irUfAHhL9qD9k7xh+2nrvjv4vW/hP\nzfEfxH+Gn7NHw48AX3w++L/iT4a/D7w1rV3aeI0+POieD7U+EbX9nb4h8j8R/jB4t8MfHb4b/DTw\nz8Yv+CkI8NQXmmeNvjPB4N/at1X44614n/ZC1f4dfDr40aL8Q/gjqdv8MvgdqFneX3wHvvH3xUv9\nO+Lnwz8NxeCPD934Us/iF4c8K6l4X+IFpD+bPhj9ob4++Cdat/Engz43/Fzwj4is38HSWeveGPiP\n4w0DWbKT4deBtZ+F/wAPnstT0nWLS9s38CfDPxF4h+HPg1raaJvC/gLXtb8G6IbHw5q1/ptxyB+I\nvxBOuN4m/wCE58YDxG3g9vh6dfXxLrK6z/wgDeAD8KG8DDU1vRer4OPwtJ+Gn/CMLMNE/wCFfk+D\nPsP/AAjn/Etq4RjFTUqVF88YxX7uLcbSjJtNx1neNlOy/dylBwtqTLXlalO8ZSk/eaUrxcUmk1aN\nnzON2+dRkpK1j9zNQ/Zi/ar8V6f8ItD+F/8AwUc+Ifjb4ieJPBfxs8Q+M/D3hrxP+3r8ftN8QW3w\nd/a3+M/wAX4s/Ca6/Zk/Z0+L8MvwS8S2fgnwZd6NrXi29tdZuPEeqXeqzpYaZ4l8M6bB8cfBT45/\nEn4h6vq2ma9+3F+2vb2Gl/8ADP8AI0cfxPt/AtidJ8Y/ED4e+CvjdPqHi/4gftCWvgnw4vw+1fxj\ncaZ8Mb/xZqegeEfG2kyf8LH+JXin4IWuhXvgjV/z98YfEr4i/EODwrbeP/H3jTxzb+BPCmj+A/A8\nPjHxRrfiaPwZ4G8PJLHoPgvwmut318PDnhLRY55k0rw3o4stG09ZHFpZRA1neFPGXi/wHrVl4j8D\n+K/EngzxDpt7pOpadr3hTXdU8O61YajoGuaX4n0K/stU0i6s761vdF8S6HoviHSbqCeOfTdc0jS9\nWs5Ib/T7S4hipShJL2cYwf7p+9GE7OPI6iXuRUoykptJxV+azSWiqnJxb9p76ftVaLcNJOfs/tNp\nxTg27t3je7er/pU+EX7Nvi3W9d+A1947/b8/a48BfD746fF34L6bpmhXHx4+PHh/V/H/AMMv2s/i\nx+158K/2abP4WeKpPgBrWpXfi+DS/wBk3/hdem+PvjD8E/hN4B+OfgT4y+H9CvtI/Za1HwefEfj7\n5C0m38ReHfhB+xf+0J8ef20f2xLL4Z/tK+HV0nx9r3gL4z+MvEur/AzxrpH7b/iX4Z65r3j/AEga\nTq2oeHPhj46/ZN+G/wAZNe+Ctlpv/CaeO/H/AMdvhP8AEP8As7RbvwT4M17RoPyB074qfE7R5vBN\nzpHxF8c6TcfDW80nUfhzPpfivXdPm8AX2geJ/EHjbQbvwVLZ38L+FbjQvGfi3xX4u0WXQmsH0rxP\n4o8R6/YG31XXNUu7q5pfxl+L+h2XhPTdE+K3xJ0fTvAOr+F/EHgWw0vxz4n0+y8F694H8Q+OPF3g\nvW/CdraapDB4c1fwh4r+JvxJ8T+F9S0eOzvNA8Q/ELxxrWkzWmpeLNeub9xpQUUpRjzJO8owpq8r\ntp8soTSjZqLg3K9m1JczSHJ8zcW+Vte7Jydo3+FNSi722k9m1dS5dfsz45/Hzx78PvjBZ23g74/f\ntZXvwrhm8Btq3hqf9s3wz8SfFq2F38OPhl4l+IHhTRPjn8HJfE/wn1aWDxD4i8WaB4a8V2ng+eTT\nNNttDHjn4aaJ4v0zxR4Is/ta98F+Nvh5d6r8O/H/AO1f+1H49+PXwW+FHwQ+JH7S3w28M/toP8HP\nAvgbVfiz8afFfwf8VfCFfjf8SPAHi7wR4L+Ivwx1j43/ALDWreOrvxDb+IPhb4altf2qtG8R/EnT\nda0LwvF4f/DDXvE/iTxVdW974n8Qa14ivLPTND0Szudc1S+1We00Xwx4f0jwl4a0e0lvp53ttK8O\n+FPD+geGNB06Ax2ej+HdD0fRNOhttM0yytYOuu/jP8YNQ1C/1bUPir8SL/VNV1r4n+JNV1G+8b+J\nru+1TxD8btCt/C3xo13Urq41OSe/1j4veGLW18OfFDUrt5rz4gaBbQaN4sm1bToo7ZRU4r7MGr1G\nvdfMuaXuLnvrGMPdanGbbUZJxcXzOUrtOPNF8tNN3Vm4wUZycUl705rnTjKHL8LUk1y/fHxx8aeJ\n/A/whsfE3w4/a/8Aj34o8X+HPjD41+FviiWf9rTwJ4lGuWdj4r+KUWh34+Engz4gXPjLwGNP8C+E\n/h34g/4Tr4Y+L/2u/wBmP4mT/E+7svD/AO0f4M8XeBZ/h94n9H+B+v3HxJ1Lwo/iX9sz4tt4Q174\nrfE/Rr74lfEr/goPoP7MN/pvgHwl8NfiP4s8H+HvHnwc1DwJ+0r8UPAnjTxDeeD/AAx4ktfiX4Ph\n+OvwQ1zVfG+h/s8aTrVr8VpbrxJp35geLvjN8X/iBYXul+PPir8R/Gum6nrS+JNSsPFvjfxN4js9\nR8Qpr/xD8Vprt/b6xqd5Fe6xH4o+LvxZ8Sx6lcpLeR+IPij8RtZSZdR8ceJ7nVMXQPiF498KaTrG\ng+FvG3i3w1oniGUz+INI8P8AiLV9G0zXZm8LeMfA5l1qx028trbVX/4Qr4ifEHwgGv47gjwx488a\naAMaV4p120v7UaaTtSjJtac19HdNOLg4tWSUfeU01zOScndQ3J/bcdr8qWtlbW929W5aOLTsouMV\nyn2H8aNY/bn+A2g/BjXvHnxO/a98KWHxd+G+jfEbwxr3ivxN480PwN4ktvElnYeM9JPwn8c6f491\n7RviRpdt8OPGXwy17xdewf8ACOa/4I8b+LNZ+HnijwpYah4Zi1jxB88TftLftG3Mhmufj98ariVl\nRWln+KfjmWQrFGsUal5NdZiscSJHGpOEjRUUBVAHif8ATpRS5IOzcIXslpBJba2WrSvdpNt923dt\n3fRyt5u7+bSSv6JLsktD/9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<p style=\"font-size:28px\">Scarps and steep slopes in clay(0.99917)</p>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQEBLAEsAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEB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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<p style=\"font-size:28px\">Fine-grained sand beaches(0.99751)</p>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQEBLAEsAAD/2wBDAAEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEB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\nqz//2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_url</th>\n",
       "      <th>label</th>\n",
       "      <th>score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_2007_SecD...</td>\n",
       "      <td>Sheltered tidal flats</td>\n",
       "      <td>0.711160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_0297_SecB...</td>\n",
       "      <td>Scarps and steep slopes in clay</td>\n",
       "      <td>0.999175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>gs://tamucc_coastline/esi_images/IMG_3264_SecD...</td>\n",
       "      <td>Fine-grained sand beaches</td>\n",
       "      <td>0.997513</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           image_url  \\\n",
       "0  gs://tamucc_coastline/esi_images/IMG_2007_SecD...   \n",
       "1  gs://tamucc_coastline/esi_images/IMG_0297_SecB...   \n",
       "2  gs://tamucc_coastline/esi_images/IMG_3264_SecD...   \n",
       "\n",
       "                             label     score  \n",
       "0            Sheltered tidal flats  0.711160  \n",
       "1  Scarps and steep slopes in clay  0.999175  \n",
       "2        Fine-grained sand beaches  0.997513  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images = [\n",
    "  'gs://tamucc_coastline/esi_images/IMG_2007_SecDE_Spr12.jpg', # sheltered tidal flats\n",
    "  'gs://tamucc_coastline/esi_images/IMG_0297_SecBC_Spr12.jpg', # scarps and steep slopes in clay\n",
    "  'gs://tamucc_coastline/esi_images/IMG_3264_SecDE_Spr12.jpg', # sand-grained beaches\n",
    "]\n",
    "# resize=True because otherwise the images are too large to send for online prediction.\n",
    "model.predict('coastline.v1', images, resize=True, cloud=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
